* docs(plugin): starter prompt nudges the connector's onboarding guide Several E2E runs composed the first reply from tool descriptions before the skill loaded (questionnaire instead of the guided round). Four words in the published prompt point the agent at the guide from message one; the rest of the prompt stays memory-first and universal. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> * fix(mcp): reconcile_match into the default catalog + two-phase efterkontroll + instant value for web-onboarded users E2E #12 (the smoothest run yet) surfaced three things: 1. gnubok_reconcile_match was search-only, so Claude.ai could not call it: the agent misread the uncallable tool as a missing reconciliation:write scope and punted the entire dont-double-book matching step to the web app. Promoted to the default catalog (the standing rule: skill-instructed tools must be callable); ceiling 63K to 63.4K documented. 2. Skill: efterkontroll split into two phases per founder direction. Step 3b runs DIRECTLY after the import commits: verify the trial balance, sanity-read the content, and PREPARE the chart (create 1630/8423/8314/6992 when the SIE lacks them) so the bank and Skatteverket connections land in a book that is ready for them. Step 4b after the connections: match SIE-covered bank rows with reconcile_match (never re-categorize), reconcile skattekontot to the öre, names, underlag, in a prioritized numbered list. 3. Skill: users who onboarded via the web app and connect the MCP with everything already set up get the reconciliation pass and Att göra-list as the FIRST reply instead of setup steps: immediate value regardless of onboarding path. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> --------- Co-authored-by: Jakob Wennberg <311770904+jakobwennberg-oss@users.noreply.github.com> Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Accounted MCP server
JSON-RPC 2.0 server exposing the Accounted bookkeeping engine to MCP clients (Claude Desktop, Claude Code, etc.). Endpoint: /api/extensions/ext/mcp-server/mcp. Add ?tool_namespace=accounted for the Accounted tool names. Requests without it retain the legacy Gnubok namespace. OAuth and stdio bridges live alongside the API surface: see app/api/mcp-oauth/, packages/accounted-mcp/, and the compatibility package in packages/gnubok-mcp/.
Tool authoring contract
Enforced by tests in __tests__/: these are not style preferences, they're guard rails.
additionalProperties: falseon everyinputSchema. Guarded bystrict-schemas.test.ts. Forces clear rejections on hallucinated fields instead of silent ignores.- Descriptions ≤ 280 chars. Guarded by
output-schema.test.ts. NoArgs:/Returns:/Examples:prose: those belong in JSON Schema. Use agent-native hints ("Use to…", "Call X first", "HIGH risk"). - Staged-operation envelope for write tools:
outputSchema: STAGED_OPERATION_SCHEMA(server.ts). Fields:staged, risk_level, actor, message, preview, period_status?, next?. Thestaged: trueboolean is the explicit completion signal; agents must not infer completion from prose. Do NOT introduce a parallel{ success, shouldContinue, output }envelope. period_statusthreading: any tool that ties to a fiscal-period-bound date (categorize, mark paid, create voucher, correct/reverse entry, approve supplier invoice) passesdateForPeriodChecktostagePendingOperation. Response then includesperiod_status: { period_id, status: open|locked|closed, lock_date }so widgets and agents disable writes without round-trips.- Scope mapping: every new tool needs an entry in
lib/auth/api-keys.tsTOOL_SCOPE_MAP. Missing entries default to deny. - Tests for new write tools: add staging-gate coverage to
__tests__/voucher-tools.test.ts(or a sibling) plus executor coverage tolib/pending-operations/__tests__/voucher-executors.test.tsif the tool stages a newoperation_type.
Determinism / cache stability
Tool definitions (name, description, inputSchema, outputSchema, annotations) are declared as static object literals at module load: no timestamps, no UUIDs, no Date/Math.random in the definition layer. This makes the tools/list JSON payload byte-stable across requests, which lets agent-side prompt caches stay warm. Do not introduce per-request non-determinism into the definitions block. Anything time-bound or random belongs inside execute().
For internal Anthropic API usage (the SDK is called from lib/ai/provider.ts and lib/ai/services/anthropic-family.ts; features such as extensions/general/invoice-inbox/lib/extract-invoice-fields.ts go through getAiService() in lib/ai rather than the SDK directly): annotate stable prefixes with cache_control: { type: 'ephemeral' } and log usage.cache_read_input_tokens for hit-ratio observability. The 1h TTL from the agent-native API plan (item 10) requires the direct Anthropic API; Accounted's Bedrock path defaults to a shorter TTL.
Payload-size watchdog
payload-size.bench.test.ts enforces a tools/list JSON payload ceiling. If the test fires, the right answer is rarely "raise the ceiling". Instead, trim descriptions or set specialized wide tools to catalogVisibility: 'search'. Those tools remain discoverable with full schemas through gnubok_search_tools and callable through tools/call without bloating the default catalog.
Where things live
server.ts: the tools array + JSON-RPC dispatchertool-result.ts:withNext(),toToolError()response helpersresources/: read-onlyAccounted://URIs, registered inresources/index.ts:company/current,period/active,recent-activity,capabilities,attention,chart-of-accounts,settings/vat-treatments,booking-templates,ledger/context,reconciliation/summarywidgets/: inline HTML widgets (receipt-matcher, vat-review, pending-operations)prompts/: slash-command-style promptsskills/: domain-knowledge skill bodies served viagnubok_load_skillpublic-tools.ts: lazy authentication (issue #1814).ANONYMOUS_METHODS(initialize, ping, tools/prompts/resources listing) and the threePUBLIC_TOOLS(gnubok_search_tools,gnubok_list_skills,gnubok_load_skill) answer without credentials, rate-limited per truncated IP; every othertools/callgets a transport-level 401 +WWW-AuthenticatefromhandleMcpRequestinserver.ts, which is the challenge clients turn into their Connect prompttasks.ts: MCP Tasks extension (io.modelcontextprotocol/tasks): durable handles for long-running tool calls, rows inmcp_tasks(service-role writes only)origin-guard.ts: Origin-header validation on the Streamable HTTP endpoint (DNS-rebinding defence required by the MCP spec)staging-pii-guard.ts: refuses a plaintext personnummer in stagedpending_operationsparams/preview, so every staging tool inherits the encrypt-at-staging ruletool-namespace.ts:?tool_namespace=accountedhandling (accounted_*aliases for the canonicalgnubok_*ids)__tests__/: strictness guards + per-tool coverage