
Siftable
io.github.Tom-R-Main由 GitHub 帳號 Tom-R-Main 發布v1.5.1更新於 Oct 29, 2026
Siftable MCP server for governed work, knowledge, calendar, people, datasets, and Vault.
概覽
Siftable 的 MCP 伺服器讓助理在 Siftable 工作區中管理專案、任務、可執行工作、筆記、聯絡人、行事曆、資料集與 Vault 密鑰。
- 可以做什麼
- 定位與能力探索:解析目前工作區、專案與權限範圍,找出缺少的工具,申請 OAuth 能力授權。
- 管理專案與規劃任務:列出、建立、更新、封存專案;建立、更新、完成、刪除及批次刪除任務。
- 執行代理工作:建立含相依性的工作項目,取得租約,開始、心跳、阻擋、送審、完成、失敗、釋放或取消,並管理代理別名。
- 處理知識與人員:搜尋與編輯筆記,儲存與檢索程式碼記憶,上傳文件,搜尋與編輯聯絡人及組織,執行付費資料補全。
- 使用行事曆、資料集與圖譜:列出、建立、更新、刪除行程;查詢、彙總、分析並匯出資料集;遍歷實體關係圖並檢視資料模型。
- 管理 Vault 密鑰:列出與搜尋中繼資料、儲存項目、檢視稽核紀錄、申請具體化,並在不揭露密鑰明文的情況下執行受管能力。
- 適用情境
- 當你希望助理在 Siftable 工作區內工作時適用:規劃與追蹤任務、協調代理工作項目、檢索知識筆記、管理聯絡人與行程,或分析資料集。適合已在使用 Siftable、希望 IDE 或聊天用戶端在限定權限下操作這些資料的團隊。
- 執行需求
- 可使用託管的 Streamable HTTP 端點並透過 OAuth 連線,或以 npx 在本機執行 npm 套件(需 Node.js)。本機 stdio 模式需要 SIFT_API_URL 環境變數,以及在 Siftable 設定中建立的 SIFT_PAT 個人存取權杖,並依工作流程選擇權限範圍。資料集與本體工具受功能旗標控制。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 Siftable,將其新增到工作區。
- 連接 所需的 憑證。它們會被私密儲存,絕不會在公開頁面上展示。
- 為需要使用其工具的對話啟用該服務。
Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。
交給代理程式安裝
把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。
閱讀 https://sourceweft.com/mcp/io.github.Tom-R-Main%2Fmcp-server/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。其他 MCP 客戶端
把它新增到你客戶端的 mcpServers 設定中。 客戶端會在首次連接時完成 OAuth 登入。
{
"mcpServers": {
"siftable": {
"type": "http",
"url": "https://siftable.io/api/v1/mcp"
}
}
}README
Siftable MCP Server
A Model Context Protocol server that exposes Siftable tools to IDE clients like Cursor, Claude Desktop, and VS Code.
ExecuFunction 0.4.0.0 hosted compatibility
The npm package is 1.3.0; the hosted and source projection profile is
1.34.0. Projection 1.34.0 standardizes bounded collection receipts, publishes
dataset aggregate semantics, and distinguishes OAuth connections that must
reconnect from sessions that can widen authorization in place. Projection
1.33.0 recognizes natural-language source-search intent
and returns the retired capability card with local recovery rather than routing
the request to curated code memories. Projection 1.32.0 added an explicit no_matches discovery outcome,
rejects generic-operation and weak-prefix-only capability matches, preserves
canonical compound-intent matches, and captures HTTP status classes in failure
receipts. Projection 1.31.0 added governed lead-discovery scope requirements.
Projection 1.29.0 added managed
work-lease sessions for hosted clients while keeping claim tokens server-side.
Projection 1.28.0 added four governed
lead-discovery tools and five app-equivalent person/organization enrichment tools.
Lead discovery is disabled by default. When enabled, it requires separately
granted lead_discovery:read or lead_discovery:write scopes; mcp:* does
not imply either scope. Hosted baseline catalogs therefore omit company search
until request_capability approval and a catalog refresh expose the hosted-capable
tool. A company search is bounded to one paid Crustdata
request, shows a maximum charge before dispatch, settles the actual provider
credits, and saves results only as review candidates. Canonical CRM records
are created through lead_discovery_import_plan_create followed by the
existing crm_import_plan_approve and crm_import_plan_apply review gates.
Person enrichment returns stored profile and fact proposals. Apply accepts only proposal field names and fact IDs rehydrated from the completed run; it does not accept free-form replacements and is not retry-safe. Organization enrichment remains the app's paid preview-only flow and cannot apply canonical CRM changes.
1.3.0 compatibility note
Version 1.3.0 publishes sift.dataset.query.v2, versioned aggregate receipts,
uniform work-item collection metadata, and the reconnect_required capability
state. Consumers that validate the previous dataset-query receipt should select
behavior by schemaId.
1.2.42 compatibility note
Version 1.2.42 closes the publication-readiness audit. Natural-language source search discovery returns the canonical retired/local-only recovery card, while curated code-memory discovery remains distinct. The hosted setup guide now gives exact ChatGPT and Codex configuration steps.
1.2.41 compatibility note
Version 1.2.41 closes two hosted audit failures. Dataset routes reject malformed
dataset UUIDs at the HTTP boundary, and MCP receipts preserve the resulting 400
as bad_request. find_capability now requires a direct domain signal plus an
aligned operation; unrelated intent returns queryOutcome: no_matches with
empty capability lanes and rephrase guidance. Exact tool names, removed-tool
cards, and virtual orientation tools bypass semantic rejection.
1.2.40 compatibility note
Version 1.2.40 addresses the third round of live agent QA (the 2026-08-22 hosted audit).
claimabilityis honest about lifecycle and lease state, not only dependencies:stateis one ofready,waiting,dependency_failed,leased,lease_expired,blocked,in_review,human_review_gate, orterminal, withclaimable,reason, andnextActionalongsideblockedBy. Claimed, running, cancelled, and done work no longer advertiseready;claimableis the authoritative boolean (alease_expireditem and a legacy-convertedblockedplaceholder whose predecessors are satisfied areclaimable: truebecause an explicit claim recovers them). Claiming a non-claimable item by ID returns a 409 that names the state (lease_active,work_item_terminal, …) instead ofnot_found. The CLI and TUI gate onclaimablewhen the server provides it.agent_work_listandwork_item_listhide done/failed/cancelled items by default (includeTerminal: trueor an explicitstatusshows them), print their ordering rule, and document that higherqueueRanksorts earlier,0is the default, and negative ranks are deferred (they sort after 0).work_item_heartbeatsays that a heartbeat on claimed work starts it (claimed → running, same aswork_item_start);resultSummarypassed to start, heartbeat, or release is now persisted instead of silently dropped.task_getlists the executable work joined to the task (first ten, with a marker when more exist; "none yet" with thework_item_createhint when empty) when the connection can read work items; a missing scope keeps the capability hint and an upstream failure is reported as such (single attempt, no retry).entity_graphreports each record's own status where it has one (a completed task iscompleted, notactive; notes/datasets active/archived; connected projects now carry their name and status instead of[untitled entity]/active) — migration V400 fixes the SQL function that labelled every non-note nodeactiveand never joined projects. Other node types keep their type-specific label in that slot (organization industry, person relationship, news published date).note_searchranks full-text matches (websearch syntax) ahead of semantic neighbours, then literal-substring fallbacks, instead of sorting raw scores on different scales; scores are comparable within a source, not across.object_finddistinguishes an unknown object type key from a known type with zero records.- Code-memory listings label a
confirmedfact without chunk evidence asnot_recorded (confirmed; no source-chunk evidence recorded)so the evidence gap is visible without downgrading human-admitted facts.
Projection 1.25.0 keeps hosted OAuth catalogs limited to tools callable with
the current token. find_capability still discovers tools that need scope
elevation, and those tools appear after authorization and a catalog refresh.
The server initialization guidance is also shorter so clients do not repeat a
large instruction block across tool descriptions.
1.2.39 compatibility note
Version 1.2.39 addresses the second round of live agent QA.
work_item_requeuealso returns a claimed/running item whose lease has expired to the queue, without the original claim token; active leases are still never requeued.work_item_listlabels expired leases inline ([claimed · lease expired <time>]), andwork_item_getprefixes its JSON with aLease: expired <time> — …header saying the item is claimable as-is or requeueable, instead of showing plainclaimed.work_item_revision_history/work_item_verification_historysay so in a sentence when there is nothing recorded instead of printing[].object_findnames the object type it searched and points atschema_introspect/people_search/organization_searchwhen nothing matches, instead of a bare "No objects found."schema_introspectsummarises datasets (title, ID, rows, field count) by default;includeDatasetFields: truerestores the per-field dump.dataset_quality_checkcounts blank strings as missing values and returns a versioned structured result. Frequently repeated values are observations; they are only quality violations when a field is declared unique.
Projection 1.22.0 records the schema_introspect input schema and the tool
description changes.
1.2.38 compatibility note
Version 1.2.38 makes the agent path to work authority direct instead of a scavenger hunt (decision 2026-08-20, after live use from Grok and Claude).
- Hosted OAuth first connect (no
scopeparameter, orscopes_supportedcopied by the client) is issuedmcp:* work:read work:writebehind the consent screen. Vault and AI scopes remain step-up/CLI-only. - Tools the connection could acquire through step-up are presented on
tools/list; calling one before approval returns an in-band tool error carrying the sameelevationlink (or CLI/PAT guidance). The HTTP 403insufficient_scopechallenge is now issued only forrequest_capabilityinchallengemode. - Elevation links live for one hour (was ten minutes); after an approval the
server publishes
tools/list_changedso subscribed clients refresh, and the guidance tells the agent to refresh the tool list or restart the connector if the tools are still hidden. find_capability,request_capability, andcontext_currentrender a compact text summary (name, availability, next step) instead of the full JSON; the complete projections remain instructuredContent.task_getand the task tool descriptions no longer claimwork:readis missing; they point atwork_item_listwithtaskIdand defer torequest_capabilityonly when the tool is not callable.- "Stable handles" in generic list text now name the field each ID came from
and group repeats, so a
projectIdshared by twenty rows reads as one project reference rather than twenty new records.
Projection 1.21.0 records the presented-tool and description changes. Reconnect hosted MCP clients after upgrade to refresh the projection 1.21.0 schemas.
1.2.37 compatibility note
Version 1.2.37 makes scope step-up reachable from the agent's seat on hosted OAuth connections instead of depending on the client re-running OAuth.
request_capability(inspect) now returnselevation— a short-lived (ten-minute), owner-bound approval link for the connected OAuth token, replayable by the owner within its window — on Streamable HTTP whenever the missing scopes are elevatable (work:read,work:write) and the server suppliedcapabilityAcquisition.createElevationGrant. The user opens the link, re-authenticates, approves on the first-party consent screen, and the existing token is widened in place; the agent retries the tool without reconnecting.recommendedNextAction.typeisopen_elevation_urlin that case andreconnectRequiredisfalse. The reconnect guidance remains the fallback for connections that cannot be elevated.find_capability,context_current, and direct gated-tool rejections point at that path instead of at a client reconnect.- Hosted OAuth now accepts an explicit
work:writerequest (consent-gated); in 1.2.37 the authorize default when a client omitsscopewasmcp:* work:readandscopes_supportedadvertised only that pair (both widened to the full work family in 1.2.38).
Projection 1.20.0 records the request_capability output schema and
description change. Reconnect hosted MCP clients after upgrade to refresh the
projection 1.20.0 schemas.
1.2.36 compatibility note
Version 1.2.36 prepares the hosted endpoint for ChatGPT plugin-directory publication without changing the stdio tool surface.
upload_documentno longer advertisesfilePathon the hosted profile: the hosted schema requires inlinecontentandfilename, and afilePathargument is rejected with a normalizedbad_requestfailure at the MCP boundary, atexecuteTool, and insideSiftClientunless the client was constructed withallowLocalFiles. Only the local stdio entrypoint sets that flag; hosted and remote clients can never reach the server's filesystem.- Hosted tools now carry OpenAI-only hints under
_meta, which other MCP clients ignore by specification:securitySchemeslisting only the scopes the connected OAuth client can actually request (baselinemcp:*), and tool-invocation status strings derived from each tool's title. - Every catalog tool now publishes an
outputSchema: the 27 read-only query tools that lacked one declare thesift.action_receiptenvelope with atext/plainresult, matching whattools/callalready returns. - Projections and catalog digests are computed from the transport-shaped
schema, so hosted
find_capabilityandschemaDigestdescribe the tool surface the client is actually presented.
Projection 1.19.0 records the hosted upload_document schema and the
envelope output schemas. Reconnect hosted MCP clients after upgrade to
refresh the projection 1.19.0 schemas.
1.2.35 compatibility note
Version 1.2.35 closes the remaining contract divergences found in the 1.2.32 review.
schema_introspectnow exposes datasets only when both the deployment-wide dataset switch and the caller's feature grant allow the dataset routes. Its dataset and object-type queries now run with the caller's RLS identity.code_memory_deletereturned 500 for every memory that had ever existed.V351gave the lifecycle event log anON DELETE CASCADEforeign key and an append-only trigger that raised unconditionally, so the cascade aborted every delete.V389lets the referential cascade through while still refusing a direct edit of the log, repairs two lineage foreign keys that would have nulled aNOT NULLowner column, and returns an orphaned predecessor toneeds_reviewwith an audit event when its successor is deleted.- Human admission actions are no longer callable over MCP.
code_memory_confirm,code_memory_reject,code_memory_edit, andcode_memory_supersedeare hidden and refused on both hosted and local agent transports. Agents may store candidates or mark factsneeds_review; a human curates them in the Siftable interface. project_get_contextreported each task's workflow phase in itsstatusfield and leftphasenull. Both are now the real column values, on open, blocked, and overdue tasks alike.
Projection 1.18.0 records that human-curation boundary and removes four tools from the presented agent surface.
This release requires migration V389__code_memory_delete_cascade.sql.
code_memory_delete continues to fail until it is applied.
1.2.34 compatibility note
Version 1.2.34 closes a set of defects where a call succeeded but the answer was wrong or incomplete.
- Writing a person with a
companyreturned 500 unconditionally. The organization upsert named a unique index that became partial in V357 without supplying its predicate, so Postgres could not infer the conflict target. - Authored content is no longer stripped in transit. The request pipeline ran
striptags()over every string, which deleted<from filter operators, turnedList<String>intoList, and removed markup from note titles — silently, and for every MCP call, because the content allowlist only matched top-level body keys. HTML is now escaped where it is rendered instead. - A range comparison (
>>=<<=) against a text-typed column with a numeric value is rejected with the retype path, instead of quietly comparing as text where'99'sorts above'199'. Sorting such a column returns a warning rather than an unmarked, plausible, wrong order. dataset_querynow carrieswarningsin its structured result.task_getnow carries the full task brief structurally —rationale,deliverable,verification,approachConstraints,acceptanceCriteria, andscope. Structured-first clients previously received a task with no definition of done.
Reconnect MCP clients after upgrade to refresh the projection 1.18.0 schemas.
1.2.33 compatibility note
Version 1.2.33 repairs hosted OAuth token exchange. The authorization server
looked up a hashed authorization code with a consumed_at IS NULL filter
against a table that consumes codes by deletion and has no such column, so
every fresh Connect from Cursor, Codex, or any other remote client failed with
Internal Server Error after Google consent. Existing authenticated sessions
were unaffected. Tool contracts and projection 1.16.0 schemas are unchanged; no
reconnect is required beyond retrying a login that previously failed.
1.2.32 compatibility note
Version 1.2.32 adds an explicit, metadata-only repository_project_link mutation so an agent can persist the project selected from context_current.projectCandidates. It also keeps unsupported-client matches in a secondary discovery lane and suppresses zero-score full-text note hits.
Reconnect MCP clients after upgrade to refresh the projection 1.16.0 schemas.
Hosted remote clients
The recommended hosted endpoint is:
Claude remote connectors, Cursor, Codex, Devin, Kimi Code, and Antigravity can
connect over Streamable HTTP. Prefer URL-only OAuth configuration: an
authorize request that omits scope is issued mcp:* work:read work:write
by default behind the first-party consent form, and anything missing later can
be approved in place through the one-hour link request_capability returns
(Streamable HTTP only; legacy /sse sessions reconnect instead). A
configured Authorization header selects static PAT mode; that token's scopes
cannot be expanded by an OAuth challenge or an elevation link.
Client configuration keys and callback behavior differ (url in Cursor,
Codex, and Kimi; serverUrl in Antigravity; UI-managed connections in Claude
and Devin). See
docs/runbooks/hosted-mcp-client-compatibility.md
for the provider-grounded matrix and verification flow.
The npm package remains the local stdio path for clients that need an authorized checkout or cannot use the hosted endpoint.
MCP Apps views
Some tools can render in a sandboxed View in hosts that implement the MCP
Apps extension (Claude, ChatGPT, VS Code, Goose). Those tools carry
_meta.ui.resourceUri pointing at a ui://siftable/<view>.html resource,
listed by resources/list and served by resources/read with the MIME type
text/html;profile=mcp-app. The metadata is presentation only: it never
changes a tool's projection, scopes, presented catalog, or catalog digest,
and content stays a complete text answer for every other client.
UI metadata is attached only when the View bundle exists in dist/ui/. A
build without bundles presents no UI metadata at all. The reviewed tool to
View allowlist lives in src/ui/viewRegistry.ts; the design is in
docs/design/mcp-ui-surfaces-plan.md.
The bundles are built by the @siftable/mcp-apps workspace
(packages/exf-mcp-apps, one self-contained HTML file per View) and copied
into dist/ui/ by scripts/copy-ui-bundles.mjs at the end of npm run build. Through Nx the apps workspace builds first
(nx run @siftable/mcp-server:build). A plain npm run build without an
apps build, which is what the hosted Docker image does today, copies nothing
and stays inert. verify:package, prepublishOnly, and pack:mcpb build
the apps first and fail if a bundle is missing, so a published tarball or
.mcpb always carries every View bundle (dist/ui/graph.html, data.html,
review.html).
Views available today:
Human gate on consequential tools
Seven tools ask the human to confirm before they run: the four bulk deletes
on their apply call (confirm: true with a previewId; previews and dry runs
never prompt), dataset_schema_modify when it deletes a field,
crm_import_plan_approve, and lead_discovery_company_run, whose prompt
states the approved ceiling in USD. The question travels as an MCP 2026-07-28
multi-round-trip InputRequiredResult carrying one form elicitation with a
single confirm boolean; the client shows it, then retries the same call with
inputResponses. On 2025-era sessions that have a backchannel (stdio or
sessionful HTTP) the SDK's legacy shim sends the same prompt as an
elicitation/create request. On the stateless 2025 HTTP fallback no client
capabilities are known per request, so the gate is not asked.
A client that declares no elicitation capability runs the tool as before.
Every gated receipt, whether it succeeded, failed, or was rejected, records
the gate under humanGate: elicitation with accepted, or
unsupported_fallback with not_asked, on receipts where the tool ran; and
elicitation with the exact refusal, declined, cancelled, or
not_confirmed, on the rejected receipt (error.code: "declined_by_user")
where nothing ran. The gate is a human-in-the-loop guarantee for honest
hosts; OAuth scopes remain the authorization boundary. The seeded tool list is
in src/registry/mcpToolContractSeed.ts and the wording in
src/humanGate.ts.
1.2.31 compatibility note
This release keeps task collection totals stable across cursor pages, resolves repository context through durable identities under transaction-scoped RLS, and returns explicit project candidates instead of auto-linking repositories by name. Project resources now paginate with opaque cursors and surface backend failures, while graph and people results provide usable canonical labels. Reconnect MCP clients after upgrade to refresh the projection 1.15.0 schemas.
1.2.30 compatibility note
This release requires caller-stable idempotency keys for agent creation, work
claims and lifecycle transitions, code-memory writes, document uploads, Vault
entry creation, and governed approval, execution-grant, and materialization
requests. Same-key retries replay the original authoritative response; changed
payloads conflict. Vault receipts retain metadata or runner-encrypted ciphertext,
never plaintext. ai_generate remains explicitly non-retry-safe because streamed
provider output is not persisted for replay. Reconnect MCP clients after upgrade
to refresh the projection 1.14.0 schemas.
1.2.29 compatibility note
This release makes hosted capability inspection terminal and reconnect-safe,
adds task-state and governed-approval invariants, and puts stable IDs and typed
details into project, task, dataset, schema, people, organization, and calendar
results. Retired source-index/search names route to local checkout search while
curated code memories remain available. The dataset_create,
dataset_mutate, dataset_schema_modify, and dataset_materialize_result
tools require a caller-stable idempotencyKey.
Reusing the same key with the same payload replays the original result; reusing
it with a changed payload is rejected. Existing MCP sessions must reconnect to
refresh their cached tool schemas before invoking these mutations. Direct REST
callers remain backward compatible when the Idempotency-Key header is omitted.
Privacy Policy
The server sends tool calls to the Siftable API at the configured
SIFT_API_URL (by default https://siftable.io) and to nothing else. It
stores no data locally beyond the environment it is started with, and the
personal access token is only ever sent to that API. Siftable's privacy
policy, covering collection, use, storage, sharing, retention, and contact
details, is at https://siftable.io/privacy.html.
Distribution artifacts
@siftable/mcp-server is published from the monorepo; the public source
mirror at https://github.com/execufunction-mcp/mcp-server is refreshed with
scripts/mirror-mcp-server.sh and cannot build on its own.
manifest.json is the desktop-extension manifest; its version must match
package.json and the bundle build asserts it. The bundle carries its own
production node_modules, so it runs without the monorepo.
Quick Start
1. Create a Personal Access Token
- Go to Siftable → Settings → Developer → Access Tokens
- Click "Create Token"
- Name it (e.g., "Cursor MCP")
- Select
mcp:*for baseline MCP access, then add the specific scope families your workflows need (for exampleprojects:read,tasks:write, orwork:read).mcp:*is not universal authorization. - Save the token immediately - it's only shown once!
2. Configure Your MCP Client
Claude Desktop
Edit ~/Library/Application Support/Claude/claude_desktop_config.json:
Cursor
Add to your Cursor MCP settings:
VS Code
Configure in your MCP extension settings.
3. Restart Your IDE
After configuration, restart your IDE to load the MCP server.
Available Tools
Orientation and capability acquisition
Start every new client session with context_current. It reports the effective
workspace, project, repository, transport, presented/effective scopes, missing
requestable scopes, and recommended next calls. Hosted MCP returns a null
checkout plus a reason unless the client explicitly provides a root hint.
Use find_capability as the discovery entry point when a tool is absent or an
operation is unauthorized. Call request_capability in inspect mode to get a
structured recovery plan without triggering an authorization challenge; use
challenge mode only when the client can render the standards-compliant OAuth
action from the HTTP 403 response.
When no candidate meets the discovery confidence contract, find_capability
returns queryOutcome: no_matches, zero counts, and empty lanes. Rephrase with
both a Siftable domain and operation, or inspect tools/list; do not treat a
zero-result response as authorization evidence.
task_* manages human planning. work_* manages executable agent work. Prefer
the stable IDs returned by collection and mutation results in follow-on calls.
Projects
Tasks
Agents
Work Items
Knowledge / Notes
People
Organizations
Lead Discovery
See Headless CRM import plans for the approval and apply lifecycle shared by CLI and MCP.
Calendar
Local Source Context
Source inspection and search stay local to an authorized checkout through Git,
rg, the editor, or agent-native tools. Siftable stores curated code memories;
it does not index or semantically search repository source.
Code Memories
Vault / Secrets
vault_read is retired. MCP never returns plaintext secret bytes; use a governed capability or an explicitly approved materialization instead.
Entity Graph
Document Upload
Datasets (feature flag: DATASETS_ENABLED=true)
Ontology (feature flag: DATASET_ONTOLOGY_ENABLED=true)
Usage Examples
1. Get project context and create a task
User prompt: "Get context for my auth project and create a task to fix the token refresh bug"
Tools invoked:
project_list— Lists projects to find the auth projectproject_get_context— Retrieves tasks, notes, and signals for the projecttask_create— Creates a human planning task with title, description, and project linkage
Result: The AI reads existing project context (open tasks, recent notes) to avoid duplicates, then creates a well-scoped task linked to the correct project.
To run an agent, create a linked executable work item with work_item_create and set taskId to the parent human task. Task tools should track planning state; work item tools should track execution, leases, artifacts, verification, and review state.
Dependencies are authoritative UUID references. Pass dependsOn as an array of { workItemId, requiredGate? }, where requiredGate is done or commands_passed. An omitted gate resolves through the project's work-dependency policy. List and get results expose the resolved dependencies projection and derived claimability (ready, waiting, or dependency_failed). Replace the complete edge set with work_item_dependencies_replace; use an empty array to remove every dependency. Historical verified gates are normalized to commands_passed during the verifier-retirement migration.
Lease-owned lifecycle calls (start, heartbeat, block, review, and fail) require both the claimOwner and claimToken returned by work_item_claim; release requires the active token. complete accepts credentials for lease-owned completion but leaves them optional so a human can resolve needs_review without a lease. cancel is likewise tokenless. Claim tokens remain omitted from get/list output and should not be logged or persisted by clients.
2. Knowledge search and note creation
User prompt: "Search for our deployment process and create a note summarizing the steps"
Tools invoked:
note_search— Searches the knowledge base for "deployment process"code_memory_search— Searches stored code facts for deployment-related memoriesnote_create— Creates a new note with a markdown summary of the deployment steps
Result: The AI synthesizes information from existing notes and code memories into a single reference note, linked to the relevant project.
Resources
The server also exposes project context bundles as MCP resources:
exf://projects/{id}/context- Full context bundle for a project
Environment Variables
Legacy EXF_API_URL and EXF_PAT remain supported for existing MCP configs.
Development
Security
- PATs are stored as SHA-256 hashes - plaintext is never stored
- Tokens can be revoked at any time from Siftable Settings
- Use minimal scopes for your use case
- Never commit tokens to version control
Scopes
Troubleshooting
"SIFT_API_URL environment variable is required"
Make sure you've configured the env section in your MCP client config.
"Invalid token"
- Check that your token starts with
sift_pat_or legacyexf_pat_ - Verify the token hasn't been revoked
- Check the token hasn't expired
Tools not appearing
- Restart your IDE after configuration changes
- Check IDE logs for MCP errors
- Try running
npm run inspectto test the server directly
License
MIT
來源:README.md,提交 f64318f
工具
0版本歷史
2- v1.5.1最新Oct 29, 2026
- v1.4.0Sep 16, 2026
評分
已滿足適用檢查項的 85%
該評分衡量此收錄條目的完整程度,依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價,也不表示伺服器安全或目前可用:可連通性是帶日期的檢查結果,評分也不包含安裝量或使用者評價。
- 近 30 天內可連通必需25 分
- 已宣告認證方式必需10 分
- 已列出工具15 分
請讓伺服器在無憑證時回應 tools/list,或發布可在沙箱中無憑證啟動的軟體包。
- 描述必需15 分
- 圖示10 分
- 文件15 分
- 授權條款10 分