BIGHUB MCP server
io.bighub/mcp·v0.2.1Decision learning for AI agent actions. Evaluate, score, decide, and learn from outcomes.
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BIGHUB tools (100, 19 write)
write = sends, deletes, buys or postsRead from the package source without running it. The installed server may list more.
bighub_actions_dashboard_summaryGet action dashboard summary.
bighub_actions_dry_runwrite actionDry-run action evaluation (non-persistent) via /actions/evaluate with dry_run=true.
bighub_actions_evaluateEvaluate an action via /actions/evaluate — returns decision intelligence (recommendation, risk, trajectory health, alternatives).
bighub_actions_evaluate_payloadEvaluate an action with full decision intelligence payload via /actions/evaluate.
bighub_actions_live_connectOpen a concurrent live agent connection slot. Returns connection_id to reuse for heartbeats and submits.
bighub_actions_live_disconnectDisconnect a live agent connection, freeing the slot immediately.
bighub_actions_live_heartbeatHeartbeat an existing live agent connection to keep it alive (recommended every 40s, TTL 120s).
bighub_actions_memory_contextRead decision memory context window and rates.
bighub_actions_memory_ingestIngest scored execution events into decision memory.
bighub_actions_memory_recommendationsCompute decision memory recommendations.
bighub_actions_memory_refresh_aggregatesRefresh decision memory aggregates.
bighub_actions_observer_statsGet action observer stats.
bighub_actions_statusGet action system status.
bighub_actions_verify_validationVerify a previous evaluation by validation_id.
bighub_api_keys_createwrite actionCreate an API key.
bighub_api_keys_deletewrite actionDelete or revoke an API key.
bighub_api_keys_listList API keys.
bighub_api_keys_rotateRotate an API key.
bighub_api_keys_scopesList available API key scopes.
bighub_api_keys_validateValidate an API key (query + X-API-Key header).
bighub_approvals_listList approval queue items.
bighub_approvals_resolveResolve an approval request.
bighub_auth_loginAuthenticate and return access/refresh tokens.
bighub_auth_logoutInvalidate a refresh token.
bighub_auth_refreshRotate auth tokens with refresh token.
bighub_auth_signupSign up and return access/refresh tokens.
bighub_calibration_breakdownCalibration breakdown by dimension.
bighub_calibration_driftDetect calibration drift over time.
bighub_calibration_feedbackCalibration feedback and improvement suggestions.
bighub_calibration_observewrite actionSubmit a calibration observation (predicted risk vs real outcome).
bighub_calibration_quality_historyDaily quality score over time — powers the Learning chart. Returns quality_score (1 − Brier), positive_rate per day.
bighub_calibration_reliabilityCalibration reliability diagram data.
bighub_calibration_reportCalibration report: how well do predicted risk scores match real outcomes.
bighub_cases_calibrationGet calibration metrics (prediction vs reality) for cases.
bighub_cases_createwrite actionCreate a decision case. Requires action and verdict.
bighub_cases_getGet a decision case by ID.
bighub_cases_listList decision cases with filters.
bighub_cases_precedentsGet precedent intelligence for a proposed action. action must be a nested ActionInput object.
bighub_cases_report_outcomeReport a real-world outcome for a decision case.
bighub_constraints_apply_patchwrite actionApply JSON Patch operations to a rule with preview/optimistic locking support.
bighub_constraints_createwrite actionCreate a boundary rule.
bighub_constraints_deletewrite actionDelete a rule.
bighub_constraints_domainsList available rule domains.
bighub_constraints_dry_runwrite actionDry run a rule payload without persisting.
bighub_constraints_getFetch a single rule by rule_id.
bighub_constraints_listList boundary rules.
bighub_constraints_pausePause a rule by rule_id.
bighub_constraints_purge_idempotencyPurge rule idempotency records from the backend store.
bighub_constraints_resumeResume a paused rule.
bighub_constraints_updatewrite actionUpdate a rule by rule_id.
bighub_constraints_validateValidate a rule payload.
bighub_constraints_validate_dry_runwrite actionDry-run validate a rule payload.
bighub_constraints_versionsList historical versions for a rule.
bighub_events_listList event stream entries.
bighub_events_statsGet aggregate event stats.
bighub_features_compareCompare two feature snapshots or cached vectors. Returns changed features with diffs.
bighub_features_computeCompute decision features for a case.
bighub_features_compute_batchCompute feature vectors for multiple cases in a single request (max 500).
bighub_features_explainExplain computed features for a case.
bighub_features_exportExport all features for a case.
bighub_features_get_snapshotGet a feature snapshot by ID.
bighub_features_list_snapshotsList feature snapshots.
bighub_features_schemaGet the feature schema (all defined features and types).
bighub_features_snapshotwrite actionCreate a versioned feature snapshot for a case.
bighub_features_statsGet feature layer statistics.
bighub_http_requestLow-level passthrough for any BIGHUB API endpoint.
bighub_kill_switch_activatewrite actionActivate global/domain kill switch. Requires a reason.
bighub_kill_switch_deactivatewrite actionDeactivate kill switch by switch_id. Requires a reason.
bighub_kill_switch_statuswrite actionRead kill switch status.
bighub_outcomes_analyticsOutcome analytics summary.
bighub_outcomes_getGet outcome by request_id.
bighub_outcomes_get_by_caseGet outcome by case_id.
bighub_outcomes_get_by_validationGet outcome by validation_id.
bighub_outcomes_partner_viewSelf-contained partner/domain view: decisions evaluated, follow rate, positive after following, trend, by-action breakdown, sparse evidence pockets, and helped/missed examples.
bighub_outcomes_pendingList decisions still awaiting outcome reports.
bighub_outcomes_recommendation_qualityRecommendation quality analytics: follow rate, quadrants (followed+positive, followed+negative, ignored+positive, ignored+negative), breakdowns by domain/actor, and notable examples of BIGHUB helped / missed.
bighub_outcomes_reportReport a real-world outcome linked to a decision.
bighub_outcomes_report_batchBatch report outcomes (max 100).
bighub_outcomes_taxonomySupported outcome status taxonomy.
bighub_outcomes_timelineGet full outcome timeline for a request.
bighub_precedents_queryQuery similar past decision cases.
bighub_precedents_signalsGet aggregated precedent signals for an action.
bighub_precedents_statsGet precedent engine statistics.
bighub_retrieval_compareCompare two retrieval strategies on the same query. Returns scored results, risk level, confidence, and stability for each strategy.
bighub_retrieval_index_caseIndex a decision case into the retrieval engine.
bighub_retrieval_queryMulti-signal decision retrieval: find relevant past cases for an upcoming action.
bighub_retrieval_query_explainedRetrieval query with full scoring explanation.
bighub_retrieval_statsGet retrieval engine statistics.
bighub_retrieval_strategiesList available retrieval strategies.
bighub_retrieval_strategyGet details of a retrieval strategy by name.
bighub_webhooks_createwrite actionCreate a webhook endpoint.
bighub_webhooks_deletewrite actionDelete a webhook.
bighub_webhooks_deliveriesList webhook delivery logs.
bighub_webhooks_getGet a webhook by webhook_id.
bighub_webhooks_listList webhooks.
bighub_webhooks_list_eventsList supported webhook event types.
bighub_webhooks_replay_failed_deliveryReplay a failed webhook delivery.
bighub_webhooks_testwrite actionSend a test webhook delivery.
bighub_webhooks_updatewrite actionUpdate webhook by webhook_id.
bighub_webhooks_verify_signatureVerify webhook signature payload.
Public scan report
scanner v0.1.10 · 2026-09-27 · same rubric, same numbers if you re-run it
- Code scan4 source files scanned25/25
- –Live reliabilityno gateway calls yet and no remote to proben/a
- –Tool poisoningtools not inspected (local package is not executed); not countedn/a
- Auth qualitystatic API keys via environment variables6/15
- Maintenancelast push 134 days ago8/15
- Maintainer identitynamespace and repository owner differ; website matches verified namespace6/10
How BIGHUB compares
Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.
- Safety score
- 69/100
- higher than 35% of 4,460 AI and agents servers
- Tools
- 100
- the typical AI and agents server has 6
- Tools that change things
- 19%
- typical: 0%. Fewer write tools means less an agent can break
What its tools let an agent do: 81 read · 19 change
Install BIGHUB in Claude Code, Cursor or VS Code
Runs npx -y @bighub/bighub-mcp on your machine. Read the scan report first; the gateway never runs local packages.
claude mcp add mcp -- npx -y @bighub/bighub-mcp
BIGHUB: common questions
- Is BIGHUB MCP server safe?
- With care: it is graded C, so read the findings first (69/100). Read the BIGHUB safety report
- How do I install BIGHUB?
- It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
- Does BIGHUB need an API key?
- Yes. The registry entry asks for
BIGHUB_API_KEY,BIGHUB_BEARER_TOKEN. - Is BIGHUB maintained?
- The last commit was 172 days ago (2026-05-16). The latest release is v0.2.1.
- What can I use instead of BIGHUB?
- Servers from other publishers that do the same job: Mnemoverse Memory MCP server, Decionis MCP server and Agent-Native Chat MCP server.
- How does BIGHUB compare with other AI and agents MCP servers?
- safety score 69/100 (higher than 35% of 4,460 AI and agents servers); tools 100 (the typical AI and agents server has 6); tools that change things 19% (typical: 0%. Fewer write tools means less an agent can break). Full comparison.
Alternatives to BIGHUB
Same job from other publishers: the closest match first, then the best rated.
- Mnemoverse MemoryHosted agent memory that learns from outcomes, with shared rooms. No key: mcp.mnemoverse.com/mcpnot reviewedEstablishedA
- DecionisAuthorize consequential AI agent actions before executionnot reviewedEstablishedA
- Agent-Native ChatMinimal chat-first app with durable threads, actions, and the app-agent loopnot reviewedEstablishedA
- Emilia ProtocolExact-action approval for consequential agent actions: request, track, and verify signed receipts.not reviewedEstablishedB
- CHAP CoordinatorAuditable records of human decisions over AI agent work. Approvals, edits, overrides, escalations.not reviewedEstablishedA