ZeroWidth Workbench
REMOTE · API.ZEROWIDTH.AI
Build, run and publish Workbench flows, tasks, shims and knowledge bases.
Available components
Last scanned (3 hours ago)
Scores higher than 64% of remote servers
Reachable. Last reached 24 Oct 2026.
Category AI and Machine Learning
How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →
Endpoint Security57
- The endpoint's TLS certificate is valid, in date, and uses a strong key. View diagnostics → Pass
- Authorisation check failed: no authorisation is required to call this server, and it exposes a tool marked destructive (workbench_flows_update). See how to fix → View diagnostics → Fail
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- HSTS check failed: the Strict-Transport-Security header is absent. See how to fix → View diagnostics → Fail
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability100
- Verified streamable-http transport via a live MCP handshake. View diagnostics → Pass
Schema Quality & AI Usability86
- 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
- AI-judged instruction clarity (excellent).Pass
- Tool/resource definitions use about 15689 tokens (~80/item across 195 items; 61 tools + 134 resources), lean.Pass
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management53
- Stability observed for 16 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage96
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 89% of tool parameters carry a description.Partial
Tool Safety100
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- All 9 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation.Pass
- An AI judge read all 62 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 23 Oct 26 0
- Tool “search_docs” rewrote its description, which is the text the model reads security
- Tool “workbench_flows_publish” rewrote its description, which is the text the model reads security
- Tool “workbench_flows_schedule” rewrote its description, which is the text the model reads security
- Tool “workbench_tasks_compile” rewrote its description, which is the text the model reads security
- Tool “workbench_tasks_create” rewrote its description, which is the text the model reads security
- Tool “workbench_tasks_get” rewrote its description, which is the text the model reads security
- Tool “workbench_tasks_start” rewrote its description, which is the text the model reads security
- New tool “workbench_tasks_set_sites” functional
- “workbench_flows_publish” added an optional parameter “untried” cosmetic
- “workbench_flows_schedule” added an optional parameter “recurrence” cosmetic
- “workbench_flows_schedules_update” added an optional parameter “recurrence” cosmetic
- “workbench_flows_schedule” reworded the description of “interval” cosmetic
- “workbench_flows_schedule” made “interval” optional cosmetic
- 22 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 43 to 47. That category is still filling its 30-day observation window: 13 days of observed history at the previous scan, 14 at this one. The score rises as the window fills, whether or not the server changes.
- 20 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 37 to 40. That category is still filling its 30-day observation window: 11 days of observed history at the previous scan, 12 at this one. The score rises as the window fills, whether or not the server changes.
- 18 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 30 to 33. That category is still filling its 30-day observation window: 9 days of observed history at the previous scan, 10 at this one. The score rises as the window fills, whether or not the server changes.
- 17 Oct 26 0
- Tool “search_workspace” rewrote its description, which is the text the model reads security
- “search_workspace” added an optional parameter “folderId” cosmetic
- “search_workspace” reworded the description of “kinds” cosmetic
- “search_workspace” reworded the description of “q” cosmetic
- 16 Oct 26 +1
- Server version: 0.0.0 → 1.0.0 functional
- 15 Oct 26 0
- Tool “workbench_kb_create” rewrote its description, which is the text the model reads security
- New tool “workbench_flows_attach_knowledge_base” functional
- 14 Oct 26 +1
- New tool “workbench_flows_scenarios_delete”, which the server declares destructive security
- New tool “workbench_flows_scenarios_update”, which the server declares destructive security
- New resource “prism/synthetic-panels” functional
- New tool “workbench_flows_scenarios_create” functional
- New tool “workbench_flows_scenarios_list” functional
- “workbench_flows_scaffold” added an optional parameter “variables” cosmetic
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 24 Oct 2026 · Probed https://api.zerowidth.ai/mcp/x/workbench
TLS valid
Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .
| Subject | Issuer | Valid from | Valid until | Key | Signature | Serial |
|---|---|---|---|---|---|---|
| CN=api.zerowidth.ai | CN=WR3,O=Google Trust Services,C=US | 20 Sept 2026 | 19 Dec 2026 | RSA 2048 | SHA256-RSA | ef3f24a330d02ed80992778a6ead44bf |
| SANs: api.zerowidth.ai | ||||||
| CN=WR3,O=Google Trust Services,C=US (CA) | CN=GTS Root R1,O=Google Trust Services LLC,C=US | 13 Dec 2023 | 20 Feb 2029 | RSA 2048 | SHA256-RSA | 7ff005a91568d63abc22861684aa4b5a |
| CN=GTS Root R1,O=Google Trust Services LLC,C=US (CA) | CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE | 19 Jun 2020 | 28 Jan 2028 | RSA 4096 | SHA256-RSA | 77bd0d6cdb36f91aea210fc4f058d30d |
Background: What to check on a remote MCP endpoint →
DNSSEC insecure
Validation of api.zerowidth.ai. — Not signed
| Zone | DS | Keys | Algorithms | Outcome |
|---|---|---|---|---|
| . | trust_anchor | 20326, 38696 | 8, 8 | Verified |
| ai. | present | 3799 | 8 | Verified |
| zerowidth.ai. | absent | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication No authorisation required
The endpoint answered without asking for a token. Anyone who knows the URL can reach it.
| Result | No authorisation required |
|---|---|
| HTTP status | 200 |
Background: How OAuth 2.1 works in the 2026 MCP spec →
Transports 2 probes
| Transport | URL | Outcome | Status | Location |
|---|---|---|---|---|
| streamable-http | https://api.zerowidth.ai/mcp/x/workbench | Verified | 200 | |
| http (plaintext) | http://api.zerowidth.ai/mcp/x/workbench | HTTPS enforced |
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
comments_create Comment on an entity ~184
Posts a comment on a workspace entity — a new thread, or a reply when rootId is given. Use it to leave findings where the discussion already lives (an eval result on the flow being debated, a summary on a long thread). Mention people via mentionedUserIds (from workspace member ids) to ring their notification bell; never mention someone who didn't ask to be pulled in.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | – |
| body | string | yes | – |
| entityId | string | yes | – |
| entityKind | string | yes | What the thread hangs on. |
| mentionedUserIds | array | – | – |
| rootId | string | – | Reply into this thread; omit to start a new one. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
comments_list Read an entity's comment threads ~105
Lists the comment threads on one workspace entity (open first, then resolved) with authors and timestamps. Read this before weighing in on contested work — the threads are where disagreement lives before it becomes a decision.
| Name | Type | Req | Description |
|---|---|---|---|
| entityId | string | yes | – |
| entityKind | string | yes | What the thread hangs on. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
comments_resolve Resolve or reopen a thread ~118
Sets a comment thread's resolved state (rootId = the thread's root comment id). Resolve ONLY when the human asked or the thread's question is demonstrably settled — and say what settled it in a reply first. Reopening is for new evidence.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | – |
| resolved | boolean | yes | – |
| rootId | string | yes | – |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
entity_tags_browse Browse the workspace's tags ~149
Without a tag: every tag in use across the workspace with how many entities carry it, most-used first — the vocabulary the team already organizes by. With a tag: everything filed under it across every tool, each with its kind, id, title, and path. Use it to reuse existing labels instead of inventing near-duplicates, and to answer 'show me everything about X' when X is a label.
| Name | Type | Req | Description |
|---|---|---|---|
| tag | string | – | A tag to expand into its items. Omit to list tags. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
entity_tags_get Read the tags on entities ~130
Returns the tags on a batch of entities of one kind — the labels galleries organize by. Ids come from the kind's list/get tool or from search_workspace. Use it before entity_tags_set so you replace the full set knowingly, and to answer 'what is this filed under'. Entities the user can't see are omitted.
| Name | Type | Req | Description |
|---|---|---|---|
| entityKind | string | yes | Which kind the ids belong to. |
| ids | array | yes | – |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
entity_tags_set Set an entity's tags ~173
Replaces the FULL tag set on one entity (an empty list clears it). Read the current tags with entity_tags_get first and pass the merged list — this is not additive. Tags are lowercase letters, numbers, spaces, and hyphens; prefer labels already in use (entity_tags_browse) so the workspace's vocabulary stays small. The id comes from the kind's list/get tool or search_workspace.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| entityId | string | yes | – |
| entityKind | string | yes | – |
| tags | array | yes | – |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
get_doc Fetch ZeroWidth doc by slug ~73
Fetch the full Markdown body of a specific docs page by its slug. Use this after `search_docs` when the user needs the complete content of a page. No authentication required.
| Name | Type | Req | Description |
|---|---|---|---|
| slug | string | yes | Page slug. Accepts 'compass/api', '/compass/api', or 'docs/compass/api'. |
No output schema declared.
No examples provided.
list_docs List ZeroWidth docs pages ~75
Enumerate all available docs pages, optionally filtered by product (e.g. 'compass', 'legal', 'overview'). Use this to discover what slugs exist before calling `get_doc`. No authentication required.
| Name | Type | Req | Description |
|---|---|---|---|
| product | string | – | Optional product slug filter (e.g. 'compass', 'legal', 'overview'). |
No output schema declared.
No examples provided.
search_docs Search ZeroWidth docs ~111
Search ZeroWidth product documentation. Returns matching pages with title, slug, public URL, and a query-relevant snippet. Use this when the user asks about a ZeroWidth product (Compass, Workbench, Caliper, Prism, Ledger, Napkin, the assistant), an API behavior, or a policy. No authentication required — the docs corpus is public.
| Name | Type | Req | Description |
|---|---|---|---|
| limit | integer | – | Max number of results. Defaults to 10. |
| query | string | yes | Search query — keywords or natural-language phrase. |
No output schema declared.
No examples provided.
search_workspace Search the whole workspace ~431
Finds anything in the workspace in one call — uploaded files (searching the text inside them), folders, Workbench flows, shims, knowledge bases and tasks, Compass pages and changes, Caliper datasets, evals, rubrics, reviews, specs and sources, Ledger entries, Napkin sketches, decks, docs, sheets, diagrams and interfaces. The same search the person uses in Home. Use it FIRST whenever the user mentions something without saying where it lives ('the SOW', 'the dispatch interviews', 'that invoice'). The query is words in any order: each word must appear in the thing's name, its tags, the names of the folders it's filed under, or the text inside it — so 'northwind sow' finds the SOW filed in the Northwind folder, and 'dispatch interview' finds 'Dispatcher interview 1.md'. Results are ranked best first. Each hit carries its id, kind, path (for a link), folderPath (where it's filed, top-down), tags, and a snippet when the words were found inside it rather than in its name — say where a thing lives using folderPath. A file's id feeds workspace_files_read; other ids feed the kind's *_get tool. Pass folderId to search only inside one folder and everything under it. If nothing comes back, try fewer or different words before telling the user it doesn't exist. Results only include what the user can see, and only kinds this token may read.
| Name | Type | Req | Description |
|---|---|---|---|
| folderId | string | – | Only search inside this folder and the folders under it (ids from workspace_folders_browse or a folder hit). |
| kinds | array | – | Restrict to these kinds (file, folder, flow, page, doc, dataset, …). Omit to search everything. |
| limit | integer | – | – |
| q | string | yes | Words, any order, case-insensitive. Fewer words find more. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_executions_get Inspect a flow's executions (debug traces) ~218
The flow's stack traces: recent executions with per-node timelines — what each node received, produced, how long it took, and the exact error when one failed. USE THIS when a run misbehaves instead of guessing: read the failing node's inputs/error, then propose a fix (workbench_flows_edit_text) grounded in what actually happened. Pass executionId to inspect one run, or just flowId for the most recent runs. Node inputs/outputs are truncated for transport — the full record is in the flow's dev drawer.
| Name | Type | Req | Description |
|---|---|---|---|
| executionId | string | – | Specific execution to inspect. Omit for the latest runs. |
| flowId | string | yes | Workbench flow id. |
| limit | integer | – | How many recent executions (default 3, max 10). Ignored when executionId is set. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys (workspace is intrinsic). |
No output schema declared.
No examples provided.
workbench_flow_authoring_guide Workbench flow-authoring guide ~77
READ THIS FIRST before writing or editing any raw flow orchestration JSON. Covers the document shape, the settings-vs-input-ports rule (temperature, max_tokens, tools, response_format are PORTS, not settings — constants reach ports via value nodes), exact link format, plugin links, and three complete worked examples.
Input schema present but exposes no named parameters.
No output schema declared.
No examples provided.
workbench_flows_attach_knowledge_base Give an agent flow a knowledge base to search ~281
Attaches a knowledge base to an AGENT flow's draft, the same way picking it in the agent editor does: a docs knowledge base becomes a search tool the model calls when a question needs it; a tabular one also puts its tables in the prompt and adds a query tool. The flow needs a system prompt (scaffold it with one). Attaching one that's already there changes nothing. Do it BEFORE workbench_flows_publish: a published version is what interfaces and schedules run, so attach, try it with workbench_flows_run, then publish — and if something already pins an older version (an interface grant), re-grant the new version. Tell the model in its system prompt what the knowledge base holds and when to search it. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| flowId | string | yes | The agent flow, from workbench_flows_scaffold or workbench_flows_list. |
| knowledgeBaseId | string | yes | The knowledge base id, from workbench_kb_create or workbench_kb_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_delete Delete a Workbench flow ~166
Deletes a flow. Its schedules stop, guest share links die, and evals targeting it can no longer run (their binding shows flowOk: false) — check caliper_flow_performance for evals and workbench_flows_schedules_list before proposing, and prefer workbench_flows_update with archived: true when the user just wants it out of the way. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| flowId | string | yes | Flow id, from workbench_flows_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_edit_text Surgically edit text inside a flow ~381
Applies ONE precise text replacement to a flow's DRAFT orchestration — Edit-tool semantics: `find` must be the EXACT current text, copied character-for-character from workbench_flows_get, and must occur exactly once anywhere in the flow (system prompts, node settings, metadata, a node's type). `find` is text inside ONE value, not JSON: to change a model, find the model slug alone (`anthropic-claude-haiku-4-5`) and replace it with another `llm` slug from workbench_node_catalog_get. It can't add or remove nodes or links. Zero or multiple matches return an error instead of guessing. This is the improvement primitive: check receipts first with caliper_flow_performance, cite the run id in `note`, apply the edit after approval, then re-run the eval with caliper_evals_run and report the score delta — never claim improvement without the before/after. Edits land on the draft only; the published version changes when someone publishes (workbench_flows_publish, after the user has seen the result). May return `needs_confirmation` — show the user the exact find/replace diff and wait.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation envelope. |
| find | string | yes | EXACT current text (≥3 chars), copied verbatim — never reconstructed from memory. |
| flowId | string | yes | Flow to edit. |
| note | string | yes | Why this edit. Cite eval run ids when it follows a measurement (e.g. 'refund answers scored 1/5 on accuracy in run cer_abc — adds the manager-approval rule'). Lands in the audit log. |
| replace | string | yes | Replacement text. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this. |
No output schema declared.
No examples provided.
workbench_flows_fork Fork a public flow into the workspace ~191
Copies a PUBLIC flow from another workspace (a template) into this one as a new draft the user owns. Identify it by its flowUuid (the id on Workbench's public template pages and in `workbench_flows_get` output); optionally pin which published version to copy. Flows already in this workspace can't be forked — open them instead. Counts toward the plan's flow cap. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| flowUuid | string | yes | The source flow's public uuid. |
| forkedFromVersion | string | – | Published version label to copy. Default: the latest published. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_get Read one Workbench flow ~233
One flow. Default `view: summary` lists its nodes and links so you can pick one; `view: node` with a nodeId returns that node's full settings and prompt — read THAT before workbench_flows_edit_text, and copy `find` text from it character-for-character, never from memory. `view: full` returns the whole orchestration body.
| Name | Type | Req | Description |
|---|---|---|---|
| flowId | string | yes | Flow id. |
| nodeId | string | – | With view `node`: which node. |
| view | string | – | `summary` (default): the flow's fields plus one line per node (id, type, label, and how long its prompt is) and the links — enough to pick a node. `node`: the full settings of one node (pass nodeId)… |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys (workspace is intrinsic). |
No output schema declared.
No examples provided.
workbench_flows_list List Workbench flows ~92
Lists every flow in the active workspace the caller can see. Returns summaries (id, name, visibility, updatedAt) — fetch one with `workbench_flows_get` for the full orchestration body.
| Name | Type | Req | Description |
|---|---|---|---|
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys (workspace is intrinsic). |
No output schema declared.
No examples provided.
workbench_flows_publish Publish a Workbench flow version ~298
Snapshots the flow's current DRAFT as a named published version — the version schedules (workbench_flows_schedule), guest share links (workbench_flows_share_create), public-API runs, and 'published'-stage evals execute. The draft keeps evolving after this; runs on the published side don't change until the next publish. Publishing does NOT run the flow, but any eval set to runOnPublish starts a run (that spends credit — mention it when one exists). Refused when the draft hasn't been run since it last changed: try it first with workbench_flows_run on a few real questions, including one it should decline, and read the answers. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| flowId | string | yes | Flow to publish. |
| note | string | – | What changed — a commit message. |
| untried | boolean | – | true only when the person asked to publish this draft without trying it first. |
| version | string | yes | Version label, e.g. '1.0.0' or '2026-09-04'. Re-using a label retags it to this snapshot. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_revisions_list List a flow's versions (publish history) ~159
The flow's revision history, newest first: published versions carry a `version` label and note; entries with version null are draft autosaves. Use it to answer 'is this published?' (any entry with a version), to find a revision id for caliper_evals_create's flowRevisionId, or to see when the draft last changed.
| Name | Type | Req | Description |
|---|---|---|---|
| flowId | string | yes | Flow id. |
| limit | integer | – | Entries to return, default 20. |
| publishedOnly | boolean | – | true = only labeled published versions (default false). |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_run Run a Workbench flow ~227
Execute a flow and return its outputs synchronously. Runs the draft by default; pass source:"published" (optionally a version) to run the live published version. Spends workspace LLM budget, bounded by the token's cost cap. `input` is the flow's input envelope, e.g. {"kind":"chat","messages":[…]} or {"kind":"form","values":{…}}.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Re-call with the approvalId from a needs_confirmation response after the user approves. |
| flowId | string | yes | Flow id to run. |
| input | object | – | Flow input envelope (RunFlowInput). Omit for a flow that needs none. |
| source | string | – | Which version to run. Default: draft. |
| timeoutMs | integer | – | Max runtime in ms (also the hard cost ceiling). |
| version | string | – | Published version label (only with source:"published"). |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_scaffold Scaffold a first-draft Workbench flow ~713
Creates a runnable first-draft flow from a spec you author: pick the simplest pattern that fits (classifier for read-and-bucket, structurer for transform/extract/draft-for-review, agent for genuinely conversational), write a production-quality system prompt grounded in what the user told you, and mark anything stubbed with [STUB: ...] markers plus stubNotes. The draft opens in Workbench's simple editor at /w/<workspace>/flows/<id> — give the user that path. May return `needs_confirmation`; show the user what you're proposing and wait for their approval, then re-call with the approvalId. When the draft comes from a Compass change, pass its opportunityId so the flow and the change point at each other (Compass shows 'Open in Workbench'; the flow shows where it came from). Then: workbench_flows_run to try it, workbench_flows_publish when it's ready for schedules and share links.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| categories | array | – | classifier only: 2-12 buckets. The classifier asks the systemPrompt as one pick-one question with these as the options, and returns `values.category` plus `answers.category` (probabilities and confid… |
| description | string | – | 1-2 sentences: what it does, where it fits. |
| flowName | string | yes | Imperative + specific, ≤80 chars. |
| inputDescription | string | – | What the flow's single input carries. |
| mode | string | yes | Pattern editor the draft opens in. Pick interviewer for conversations that LEARN something from a person (research calls, intake, retros) — pair it with workbench_flows_share_create so non-account hu… |
| model | string | – | The model node slug the draft runs on, from workbench_node_catalog_get, that the workspace allows. For a classifier, a `decision` entry (Jev, Kev, Solar Decide); defaults to TypeSafe: Jev Latest. Oth… |
| opportunityId | string | – | Compass change (from compass_opportunities_list) this draft implements. Sets the flow ↔ change link; refused when the change already has a draft. |
| responseSchemaJson | string | – | structurer only: the output JSON Schema, JSON-encoded as a string (object root, required fields, additionalProperties false). |
| stubNotes | string | – | What's stubbed / missing / worth wiring next. |
| systemPrompt | string | – | The draft's behavior — production-quality first attempt with [STUB: ...] / [FILL IN: ...] markers where reality is missing. Required for structurer and classifier. Leave it out of an agent to get the… |
| variables | array | – | agent / interviewer: types and descriptions for the {{tokens}} in systemPrompt. Every {{token}} becomes a variable on its own (the test pane and scenarios list it, the app fills it per user at run ti… |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this. |
No output schema declared.
No examples provided.
workbench_flows_scenarios_create Save a scenario for a flow ~236
Saves a named scenario: values for the flow's variables, e.g. one demo customer. It shows in the test pane's Scenarios menu, and Caliper evals can run as it. Use the person's details from what the user shared (a CRM screenshot, a profile) and say which ones you made up. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| flowId | string | yes | Flow id. |
| scenarioName | string | yes | What it's called in the menu, e.g. 'Lexi Taylor, Platinum'. |
| values | object | – | Values by variable name, e.g. { member_first_name: "Lexi", plan_type: "Platinum" }. Names come from workbench_flows_scenarios_list's `variables`; a name the flow doesn't have is left out and reported… |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_scenarios_delete Delete a flow's scenario ~124
Deletes one scenario. A design session running as it goes back to no scenario. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| flowId | string | yes | Flow id. |
| scenarioId | string | yes | Scenario id, from workbench_flows_scenarios_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_scenarios_list List a flow's variables and scenarios ~113
A flow's variables (each {{token}} in an agent's prompt, with its type) and every saved scenario with its values. Read this before creating or updating a scenario, so the values use the flow's real variable names.
| Name | Type | Req | Description |
|---|---|---|---|
| flowId | string | yes | Flow id, from workbench_flows_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_scenarios_update Change a flow's scenario ~222
Renames a scenario or changes its values. `values` MERGES into what's saved: pass only the variables that change, and null to clear one. Get the scenarioId from workbench_flows_scenarios_list. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| flowId | string | yes | Flow id. |
| scenarioId | string | yes | Scenario id, from workbench_flows_scenarios_list. |
| scenarioName | string | – | New name. |
| values | object | – | Values by variable name, e.g. { member_first_name: "Lexi", plan_type: "Platinum" }. Names come from workbench_flows_scenarios_list's `variables`; a name the flow doesn't have is left out and reported… |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_schedule Schedule a Workbench flow ~600
Set a specific built flow to run automatically on a cadence — the deterministic counterpart to a routine. Each run executes the flow's latest PUBLISHED revision with the fixed `input` envelope and routes the output per `delivery`. USE THIS when the user wants a flow they've built to run on a schedule ("run my digest flow every morning"). Do NOT create a routine for this — a routine runs a free-form instruction, not a built flow. The schedule runs the PUBLISHED flow, so the flow must be published (check workbench_flows_revisions_list; publish with workbench_flows_publish if it isn't). `input` is fixed for every run, so the flow itself should fetch anything time-varying at run time. Manage existing schedules with workbench_flows_schedules_list / workbench_flows_schedules_update.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| delivery | string | – | – |
| flowId | string | yes | Flow to schedule (id from workbench_flows_list). |
| input | – | yes | Fixed input envelope every run executes with — {"kind":"chat","messages":[…]} or {"kind":"form","values":{…}}, the same shape workbench_flows_run takes. Constant across runs. |
| interval | string | – | Plain cadence: hourly, daily, or weekly. Omit when passing recurrence. |
| label | – | – | – |
| recurrence | – | – | When it runs, like a calendar event repeats; use it for anything beyond a plain hourly/daily/weekly at one time (then omit interval). {"freq":"hourly"|"daily"|"weekly"|"monthly"|"yearly","every":N,"t… |
| scheduleDayOfWeek | – | – | – |
| scheduleTime | – | – | – |
| scheduleTimezone | – | – | – |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_schedules_delete Delete a flow schedule ~135
Removes a schedule for good. Prefer workbench_flows_schedules_update with enabled: false when the user might want it back. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| flowId | string | yes | Flow the schedule belongs to. |
| scheduleId | string | yes | Schedule id, from workbench_flows_schedules_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_schedules_list List a flow's schedules ~142
Every schedule on one flow: cadence, whether it's paused (`enabled: false`), the next fire time, delivery, and the last run's status. Read this before workbench_flows_schedule (don't create a duplicate) and to get the scheduleId for workbench_flows_schedules_update / workbench_flows_schedules_delete / workbench_flows_schedules_run_now.
| Name | Type | Req | Description |
|---|---|---|---|
| flowId | string | yes | Flow id, from workbench_flows_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_schedules_run_now Fire a flow schedule once, now ~208
Runs one iteration of a schedule immediately through the real scheduled pipeline (same input, same delivery — the email or channel it normally posts to) without moving its cadence. Works on paused schedules. Use it to test a schedule the user just set up. Spends workspace credit and delivers for real, so it sits behind the approval gate — may return `needs_confirmation`. The run is fire-and-forget: check workbench_flows_schedules_list for lastStatus, or workbench_executions_get for the trace.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| flowId | string | yes | Flow the schedule belongs to. |
| scheduleId | string | yes | Schedule id, from workbench_flows_schedules_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_schedules_update Pause / resume / re-time a flow schedule ~541
Changes one schedule: `enabled: false` pauses it (configuration kept), `enabled: true` resumes and recomputes the next fire time from now; `interval` / `scheduleTime` / `scheduleTimezone` / `scheduleDayOfWeek` change the cadence; `label`, `delivery`, and `input` can change too. Pass only what changes. Get the scheduleId from workbench_flows_schedules_list. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| delivery | string | – | – |
| enabled | boolean | – | false pauses, true resumes. |
| flowId | string | yes | Flow the schedule belongs to. |
| input | – | – | New fixed input envelope — {"kind":"chat","messages":[…]} or {"kind":"form","values":{…}}. |
| interval | string | – | New cadence: hourly, daily, or weekly. |
| label | – | – | – |
| recurrence | – | – | When it runs, like a calendar event repeats; use it for anything beyond a plain hourly/daily/weekly at one time (then omit interval). {"freq":"hourly"|"daily"|"weekly"|"monthly"|"yearly","every":N,"t… |
| scheduleDayOfWeek | – | – | – |
| scheduleId | string | yes | Schedule id, from workbench_flows_schedules_list. |
| scheduleTime | – | – | – |
| scheduleTimezone | – | – | – |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_share_create Mint a guest share link for a flow ~228
Creates a no-account guest link where anyone can chat with the flow's latest PUBLISHED revision at workbench's /s/<token> page — the fastest way to put a working flow in a stakeholder's hands ('here, try it'). The flow must have a published version (workbench_flows_revisions_list shows it; publish with workbench_flows_publish if not). Conversations are capped per guest; the link can expire, and you can list links with workbench_flows_shares_list and kill one with workbench_flows_shares_revoke. May return `needs_confirmation` — say who the link is for and wait.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation envelope. |
| expiresInDays | integer | – | Days until the link dies. Omit = revoke-only. |
| flowId | string | yes | Flow to share. |
| label | string | – | Who/what this link is for, e.g. 'support pilot'. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this. |
No output schema declared.
No examples provided.
workbench_flows_shares_list List a flow's guest share links ~141
Every guest link on one flow, newest first: label, whether it's still live, the shareUrl (live links only — dead ones have no URL), expiry, and how many guests and messages it has seen. Use it to answer 'who has access', to recover a link the user lost, and to get the shareId for workbench_flows_shares_revoke.
| Name | Type | Req | Description |
|---|---|---|---|
| flowId | string | yes | Flow id, from workbench_flows_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_shares_revoke Revoke a flow's guest share link ~151
Kills one guest link immediately — anyone holding it gets a closed page from then on. Conversations already had stay in the flow's history. Get the shareId from workbench_flows_shares_list. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| flowId | string | yes | Flow the link belongs to. |
| shareId | string | yes | Share id, from workbench_flows_shares_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_flows_update Rename / describe / archive / re-scope a Workbench flow ~263
Changes a flow's name, description, visibility, tags, or archived state — the metadata around the flow, NOT its orchestration (prompts and nodes change through workbench_flows_edit_text). Pass only what changes. Archiving hides the flow from the default gallery but leaves it runnable, scheduled, and shared; pass archived: false to restore. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| archived | boolean | – | true archives, false restores. |
| description | – | – | New description; null clears it. |
| flowId | string | yes | Flow id, from workbench_flows_list. |
| flowName | string | – | New name. |
| tags | array | – | Replacement tag set (lowercase labels). The whole set, not a diff. |
| visibility | string | – | Who can see it: PRIVATE (only the user), WORKSPACE (every member, the default), or SHARED (specific people, granted afterwards). Say 'make it private' → PRIVATE. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_kb_add_documents Add documents to a knowledge base ~245
Adds documents to a knowledge base and starts ingestion (chunk + embed; graph KBs also extract entities; tabular KBs load CSV as tables). Text goes inline (Markdown, plain text, CSV — encoding utf8); binary files (PDF, .docx) go base64-encoded with their mimeType. Up to 50 sources per call, ~10 MB each. Ingestion runs in the BACKGROUND — the result carries a runId; check it with workbench_kb_ingestion_status when the user asks, don't poll. workbench_kb_search works once it finishes. Content from <attached-file> blocks is ideal source material. Check workbench_kb_documents_list first so you don't add a document twice. Embedding spends workspace inference credit, so this sits behind the approval gate: may return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation envelope. |
| kbId | string | yes | Knowledge base id (from workbench_kb_list or workbench_kb_create). |
| sources | array | yes | Documents to ingest (1-50). |
| workspace | string | – | Workspace slug override. |
No output schema declared.
No examples provided.
workbench_kb_create Create a knowledge base ~201
Creates an empty knowledge base. Recipe 'docs' (default) for reference material an agent searches at runtime; 'tabular' for spreadsheet-style data queried with SQL; 'graph' for entity/relationship extraction. After creating, add content with workbench_kb_add_documents, then give an agent flow a search tool over it with workbench_flows_attach_knowledge_base (before publishing the flow). May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation envelope. |
| description | string | – | – |
| name | string | yes | Knowledge base name (1-200 chars). |
| recipe | string | – | Default 'docs'. |
| visibility | string | – | Who can see it: PRIVATE (only the user), WORKSPACE (every member, the default), or SHARED (specific people, granted afterwards). Say 'make it private' → PRIVATE. |
| workspace | string | – | Workspace slug override. |
No output schema declared.
No examples provided.
workbench_kb_delete Delete a knowledge base ~136
Deletes a knowledge base and everything in it. Flows that search it will find nothing — check which agents use it (the user knows; the KB page in Workbench lists them) and say so before proposing. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| kbId | string | yes | Knowledge base id, from workbench_kb_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_kb_document_delete Remove a document from a knowledge base ~152
Removes one ingested document and all its chunks; searches stop returning it at once. Get the documentId from workbench_kb_documents_list. To replace a document, remove it then workbench_kb_add_documents the new version. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| documentId | string | yes | Document id, from workbench_kb_documents_list. |
| kbId | string | yes | Knowledge base id. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_kb_documents_list List the documents in a knowledge base ~145
Every document ingested into the KB's current content: id, name, type, size, chunk count. Empty for a KB with nothing ingested yet (or one whose ingestion is still running — check workbench_kb_ingestion_status). Use it before workbench_kb_add_documents to avoid re-adding a document, and to get the documentId for workbench_kb_document_delete.
| Name | Type | Req | Description |
|---|---|---|---|
| kbId | string | yes | Knowledge base id, from workbench_kb_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_kb_get Read one knowledge base ~112
One knowledge base: name, recipe (docs / tabular / graph), status, document and chunk counts, embedding model, and ingestion settings. Read it to confirm a KB has content before pointing a flow at it. Get the kbId from workbench_kb_list.
| Name | Type | Req | Description |
|---|---|---|---|
| kbId | string | yes | Knowledge base id. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_kb_ingestion_status Check an ingestion run ~162
The state of one ingestion run started by workbench_kb_add_documents: PENDING / RUNNING / DONE / FAILED, chunks written, and the error when it failed. Read it when the user asks whether their documents are in yet, or before a search that needs them — don't poll in a loop; ingestion of a few documents takes under a minute. Pass the runId the add-documents call returned.
| Name | Type | Req | Description |
|---|---|---|---|
| kbId | string | yes | Knowledge base id. |
| runId | string | yes | Ingestion run id, from workbench_kb_add_documents. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_kb_list List knowledge bases ~97
Lists every knowledge base in the active workspace the caller can see. Returns summaries (id, name, description, status, doc/chunk counts, embedding model). Use an id with `workbench_kb_search` to retrieve content.
| Name | Type | Req | Description |
|---|---|---|---|
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys (workspace is intrinsic). |
No output schema declared.
No examples provided.
workbench_kb_search Search a knowledge base ~205
Retrieves the most relevant chunks from one knowledge base — the core RAG primitive. `mode:"semantic"` (default) embeds the query and ranks by meaning (spends a small amount of workspace credit); `mode:"keyword"` is a free case-insensitive substring match. Each hit carries the chunk text, its document, and a score (cosine similarity 0-1 for semantic, match count for keyword). Get a kbId from `workbench_kb_list`.
| Name | Type | Req | Description |
|---|---|---|---|
| kbId | string | yes | Knowledge base id (from workbench_kb_list). |
| limit | integer | – | Max hits to return, 1-50. Default 10. |
| mode | string | – | semantic (embed + rank by meaning, default) or keyword (free substring match). |
| query | string | yes | What to search for. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_node_catalog_get Search the Workbench node catalog ~258
The ground truth for what nodes exist and what their ports actually are — verify against this instead of recalling. Search by keyword/category for summaries; pass `slug` for one node's full detail (inputs, outputs, settings). Inputs are PORTS fed by links; settings live on the node — see `workbench_flow_authoring_guide`. The catalog is the WORKSPACE'S: model nodes the workspace's inference policy forbids come back with `allowed: false` — never author with those; pick an allowed model. Pass `flowId` to include the flow's pinned imports as nodes.
| Name | Type | Req | Description |
|---|---|---|---|
| category | string | – | Filter by category. |
| flowId | string | – | A flow whose pinned imports should appear as `imported-<uuid>` nodes. |
| limit | integer | – | Results per page, 1-50. Default 20. |
| offset | integer | – | Pagination offset. |
| q | string | – | Keyword over slug / name / tagline / description. |
| slug | string | – | Exact node slug → full detail for that one node (ports + settings). |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; the catalog's policy annotation is per workspace. |
No output schema declared.
No examples provided.
workbench_shim_add_answer Add an answer to a shim ~141
Adds one answer (a label and, optionally, when it applies). The shim needs three examples of it before it builds again with the new answer. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| answer | string | yes | – |
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| description | string | – | When this answer applies. |
| shimId | string | yes | Shim id, from workbench_shim_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_shim_add_examples Add examples to an answer ~205
Adds example inputs to one answer. Write inputs a real person would actually type in the shim's setting — varied in length, register and specifics, each one clearly this answer and not another — never paraphrases of the answer's name. Read the shim first so new examples fit alongside the existing ones and land where recall is low. Exact duplicates are skipped. The shim rebuilds on its own afterwards; read it again for the new report. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| answer | string | yes | The answer these examples belong to, exactly as labelled. |
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| examples | array | yes | – |
| shimId | string | yes | Shim id, from workbench_shim_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_shim_create Create a shim ~181
Creates a shim from a name, the question it answers, and its answers. Add examples afterwards with workbench_shim_add_examples — three or more per answer and it builds on its own. May return `needs_confirmation`.
| Name | Type | Req | Description |
|---|---|---|---|
| answers | array | yes | – |
| approvalId | string | – | Approval id from a prior needs_confirmation response. Omit on the first call. |
| inputsComeFrom | string | – | One line on where the inputs come from, in the user's words. |
| name | string | yes | A short name, e.g. "Support triage". |
| question | string | yes | The question, e.g. "Which team should read this message?" |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_shim_get Read one shim ~156
One shim in full: the question, where its inputs come from, every answer with its description and examples, what the shim still needs before it can build, and the newest build's report — held-out accuracy, recall per answer, which answers get mistaken for which, and the compiler's notes. Read it before writing examples: match the setting and the existing examples' register, and put new examples where recall is low or the compiler says an answer is thin.
| Name | Type | Req | Description |
|---|---|---|---|
| shimId | string | yes | Shim id, from workbench_shim_list. |
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
workbench_shim_list List shims ~110
Every shim the user can see: id, name, the question it answers, how many answers and examples it has, and the published version's held-out accuracy (null until something is published). A shim is a small decision model that runs inside an app with no model call. Start here to get a shimId.
| Name | Type | Req | Description |
|---|---|---|---|
| workspace | string | – | Workspace slug. Personal tokens with no default workspace MUST pass this; tokens with a default can override per call. Ignored for workspace API keys. |
No output schema declared.
No examples provided.
How do I install the ZeroWidth Workbench MCP server?
ZeroWidth Workbench is a hosted endpoint at https://api.zerowidth.ai/mcp/x/workbench, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
remote · api.zerowidth.ai
claude mcp add --transport http ai-zerowidth-workbench 'https://api.zerowidth.ai/mcp/x/workbench'
What is the ZeroWidth Workbench MCP server?
ZeroWidth Workbench is an MCP server listed in the public MCP registry as ai.zerowidth/workbench. Build, run and publish Workbench flows, tasks, shims and knowledge bases. This page covers its hosted endpoint (https://api.zerowidth.ai/mcp/x/workbench).
Is the ZeroWidth Workbench MCP server safe to use?
ZeroWidth Workbench scores 73 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the ZeroWidth Workbench MCP server expose?
ZeroWidth Workbench exposes 61 tools: search_docs, get_doc, list_docs, workbench_flows_revisions_list, workbench_flows_update, and 56 more. Their descriptions and schemas cost roughly 12,089 tokens of context every time the server is loaded.
Does the ZeroWidth Workbench MCP server require authentication?
No. We connected to ZeroWidth Workbench without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.
Is the ZeroWidth Workbench MCP server still maintained?
ZeroWidth Workbench is still listed as active in the MCP registry. We last reached this channel on 24 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.