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Gramps MCP

API client | MCP server | A2A agent

PyPI - Version MCP Server PyPI - License

Version: 2.3.2

gramps-mcp exposes the public Gramps Web API as a typed Python client, a compact action-routed MCP server, and an optional A2A agent. All instance endpoints, credentials, identity-provider settings, TLS trust, tenant policy, and observability destinations are provided at runtime.

Key capabilities

  • Thirty-five condensed MCP domains cover people, families, events, places, relationships, sources, citations, media, DNA, imports, exports, trees, users, and supporting Gramps operations.
  • The verbose surface is generated from the vendored OpenAPI operation manifest.
  • Blocking HTTP calls are moved off the async MCP event loop through the shared current Agent Utilities dispatcher.
  • HTTPS peer and hostname verification are mandatory and configured through an AgentConfig-backed TLS profile; this package has no boolean verification bypass.
  • One complete skill applies research evidence, living-person privacy, and read-before-write safety across the complete surface.
  • Neutral ontology and source-preset inputs can be compiled centrally into a signed Arbora capability. The provider exposes no direct graph-write tool.

Available MCP tools

Each condensed tool accepts an action plus a JSON string in params_json. Domain toggles are enabled unless a deployment disables them. This table is generated from the registered server surface.

Condensed action-routed tools (MCP_TOOL_MODE=condensed)

MCP Tool Toggle Env Var Description
gramps_bookmarks BOOKMARKSTOOL Manage Gramps bookmarks operations. CONCEPT:GM-OS.identity.grmp.
gramps_chat CHATTOOL Manage Gramps chat operations. CONCEPT:GM-OS.identity.grmp.
gramps_citations CITATIONSTOOL Manage Gramps citations operations. CONCEPT:GM-OS.identity.grmp.
gramps_config CONFIGTOOL Manage Gramps config operations. CONCEPT:GM-OS.identity.grmp.
gramps_dna DNATOOL Manage Gramps dna operations. CONCEPT:GM-OS.identity.grmp.
gramps_events EVENTSTOOL Manage Gramps events operations. CONCEPT:GM-OS.identity.grmp.
gramps_exporters EXPORTERSTOOL Manage Gramps exporters operations. CONCEPT:GM-OS.identity.grmp.
gramps_facts FACTSTOOL Manage Gramps facts operations. CONCEPT:GM-OS.identity.grmp.
gramps_families FAMILIESTOOL Manage Gramps families operations. CONCEPT:GM-OS.identity.grmp.
gramps_filters FILTERSTOOL Manage Gramps filters operations. CONCEPT:GM-OS.identity.grmp.
gramps_holidays HOLIDAYSTOOL Manage Gramps holidays operations. CONCEPT:GM-OS.identity.grmp.
gramps_importers IMPORTERSTOOL Manage Gramps importers operations. CONCEPT:GM-OS.identity.grmp.
gramps_living LIVINGTOOL Manage Gramps living operations. CONCEPT:GM-OS.identity.grmp.
gramps_media MEDIATOOL Manage Gramps media operations. CONCEPT:GM-OS.identity.grmp.
gramps_metadata METADATATOOL Manage Gramps metadata operations. CONCEPT:GM-OS.identity.grmp.
gramps_name_formats NAME_FORMATSTOOL Manage Gramps name formats operations. CONCEPT:GM-OS.identity.grmp.
gramps_name_groups NAME_GROUPSTOOL Manage Gramps name groups operations. CONCEPT:GM-OS.identity.grmp.
gramps_notes NOTESTOOL Manage Gramps notes operations. CONCEPT:GM-OS.identity.grmp.
gramps_oidc OIDCTOOL Manage Gramps oidc operations. CONCEPT:GM-OS.identity.grmp.
gramps_people PEOPLETOOL Manage Gramps people operations. CONCEPT:GM-OS.identity.grmp.
gramps_places PLACESTOOL Manage Gramps places operations. CONCEPT:GM-OS.identity.grmp.
gramps_relations RELATIONSTOOL Manage Gramps relations operations. CONCEPT:GM-OS.identity.grmp.
gramps_reports REPORTSTOOL Manage Gramps reports operations. CONCEPT:GM-OS.identity.grmp.
gramps_repositories REPOSITORIESTOOL Manage Gramps repositories operations. CONCEPT:GM-OS.identity.grmp.
gramps_search SEARCHTOOL Manage Gramps search operations. CONCEPT:GM-OS.identity.grmp.
gramps_sources SOURCESTOOL Manage Gramps sources operations. CONCEPT:GM-OS.identity.grmp.
gramps_tags TAGSTOOL Manage Gramps tags operations. CONCEPT:GM-OS.identity.grmp.
gramps_tasks TASKSTOOL Manage Gramps tasks operations. CONCEPT:GM-OS.identity.grmp.
gramps_timeline TIMELINETOOL Manage Gramps timeline operations. CONCEPT:GM-OS.identity.grmp.
gramps_token TOKENTOOL Manage Gramps token operations. CONCEPT:GM-OS.identity.grmp.
gramps_transactions TRANSACTIONSTOOL Manage Gramps transactions operations. CONCEPT:GM-OS.identity.grmp.
gramps_translations TRANSLATIONSTOOL Manage Gramps translations operations. CONCEPT:GM-OS.identity.grmp.
gramps_trees TREESTOOL Manage Gramps trees operations. CONCEPT:GM-OS.identity.grmp.
gramps_types TYPESTOOL Manage Gramps types operations. CONCEPT:GM-OS.identity.grmp.
gramps_users USERSTOOL Manage Gramps users operations. CONCEPT:GM-OS.identity.grmp.

Verbose 1:1 API-mapped tools (MCP_TOOL_MODE=verbose or both)

147 per-operation tools — one per public API method (click to expand)
MCP Tool Toggle Env Var Description
gramps_delete_bookmark_edit BOOKMARKSTOOL DELETE /bookmarks/{namespace}/{handle}
gramps_delete_config CONFIGTOOL DELETE /config/{key}/
gramps_delete_filter FILTERSTOOL DELETE /filters/{namespace}/{name}
gramps_delete_user USERSTOOL DELETE /users/{user_name}/
gramps_get_bookmark BOOKMARKSTOOL GET /bookmarks/{namespace}
gramps_get_bookmarks BOOKMARKSTOOL GET /bookmarks/
gramps_get_citation CITATIONSTOOL GET /citations/{handle}
gramps_get_citations CITATIONSTOOL GET /citations/
gramps_get_config CONFIGTOOL GET /config/{key}/
gramps_get_configs CONFIGTOOL GET /config/
gramps_get_confirm_email USERSTOOL GET /users/-/email/confirm/
gramps_get_custom_type TYPESTOOL GET /types/custom/{datatype}
gramps_get_custom_types TYPESTOOL GET /types/custom/
gramps_get_default_type TYPESTOOL GET /types/default/{datatype}
gramps_get_default_type_map TYPESTOOL GET /types/default/{datatype}/map
gramps_get_default_types TYPESTOOL GET /types/default/
gramps_get_event EVENTSTOOL GET /events/{handle}
gramps_get_event_span EVENTSTOOL GET /events/{handle1}/span/{handle2}
gramps_get_events EVENTSTOOL GET /events/
gramps_get_exporter EXPORTERSTOOL GET /exporters/{extension}
gramps_get_exporter_file EXPORTERSTOOL GET /exporters/{extension}/file
gramps_get_exporter_file_result EXPORTERSTOOL GET /exporters/{extension}/file/processed/{filename}
gramps_get_exporters EXPORTERSTOOL GET /exporters/
gramps_get_facts FACTSTOOL GET /facts/
gramps_get_families FAMILIESTOOL GET /families/
gramps_get_family FAMILIESTOOL GET /families/{handle}
gramps_get_family_timeline TIMELINETOOL GET /families/{handle}/timeline
gramps_get_filter FILTERSTOOL GET /filters/{namespace}/{name}
gramps_get_filters FILTERSTOOL GET /filters/
gramps_get_filters_namespace FILTERSTOOL GET /filters/{namespace}
gramps_get_get_name_group NAME_GROUPSTOOL GET /name-groups/{surname}
gramps_get_holiday HOLIDAYSTOOL GET /holidays/{country}/{year}/{month}/{day}
gramps_get_holidays HOLIDAYSTOOL GET /holidays/
gramps_get_importer IMPORTERSTOOL GET /importers/{extension}
gramps_get_importers IMPORTERSTOOL GET /importers/
gramps_get_living LIVINGTOOL GET /living/{handle}
gramps_get_living_dates LIVINGTOOL GET /living/{handle}/dates
gramps_get_media_archive_filename MEDIATOOL GET /media/archive/{filename}
gramps_get_media_face_detection MEDIATOOL GET /media/{handle}/face_detection
gramps_get_media_file MEDIATOOL GET /media/{handle}/file
gramps_get_media_object MEDIATOOL GET /media/{handle}
gramps_get_media_objects MEDIATOOL GET /media/
gramps_get_merge_citation CITATIONSTOOL GET /citations/{phoenix_handle}/merge/{titanic_handle}
gramps_get_merge_event EVENTSTOOL GET /events/{phoenix_handle}/merge/{titanic_handle}
gramps_get_merge_media MEDIATOOL GET /media/{phoenix_handle}/merge/{titanic_handle}
gramps_get_merge_note NOTESTOOL GET /notes/{phoenix_handle}/merge/{titanic_handle}
gramps_get_merge_place PLACESTOOL GET /places/{phoenix_handle}/merge/{titanic_handle}
gramps_get_merge_repository REPOSITORIESTOOL GET /repositories/{phoenix_handle}/merge/{titanic_handle}
gramps_get_merge_source SOURCESTOOL GET /sources/{phoenix_handle}/merge/{titanic_handle}
gramps_get_metadata METADATATOOL GET /metadata/
gramps_get_metadata_researcher METADATATOOL GET /metadata/researcher/
gramps_get_name_formats NAME_FORMATSTOOL GET /name-formats/
gramps_get_name_groups NAME_GROUPSTOOL GET /name-groups/
gramps_get_note NOTESTOOL GET /notes/{handle}
gramps_get_notes NOTESTOOL GET /notes/
gramps_get_oidccallbackresource OIDCTOOL GET /oidc/callback/
gramps_get_oidccallbackresource_provider OIDCTOOL GET /oidc/callback/{provider_id}
gramps_get_oidcconfigresource OIDCTOOL GET /oidc/config/
gramps_get_oidcloginresource OIDCTOOL GET /oidc/login/
gramps_get_oidclogoutresource OIDCTOOL GET /oidc/logout/
gramps_get_oidctokenexchangeresource OIDCTOOL GET /oidc/tokens/
gramps_get_people PEOPLETOOL GET /people/
gramps_get_person PEOPLETOOL GET /people/{handle}
gramps_get_person_dna_matches DNATOOL GET /people/{handle}/dna/matches
gramps_get_person_timeline TIMELINETOOL GET /people/{handle}/timeline
gramps_get_person_ydna DNATOOL GET /people/{handle}/ydna
gramps_get_place PLACESTOOL GET /places/{handle}
gramps_get_places PLACESTOOL GET /places/
gramps_get_relation RELATIONSTOOL GET /relations/{handle1}/{handle2}
gramps_get_relations RELATIONSTOOL GET /relations/{handle1}/{handle2}/all
gramps_get_report REPORTSTOOL GET /reports/{report_id}
gramps_get_report_file REPORTSTOOL GET /reports/{report_id}/file
gramps_get_report_file_result REPORTSTOOL GET /reports/{report_id}/file/processed/{filename}
gramps_get_reports REPORTSTOOL GET /reports/
gramps_get_repositories REPOSITORIESTOOL GET /repositories/
gramps_get_repository REPOSITORIESTOOL GET /repositories/{handle}
gramps_get_reset_password USERSTOOL GET /users/-/password/reset/
gramps_get_search SEARCHTOOL GET /search/
gramps_get_set_name_group NAME_GROUPSTOOL GET /name-groups/{surname}/{group}
gramps_get_source SOURCESTOOL GET /sources/{handle}
gramps_get_sources SOURCESTOOL GET /sources/
gramps_get_tag TAGSTOOL GET /tags/{handle}
gramps_get_tags TAGSTOOL GET /tags/
gramps_get_task TASKSTOOL GET /tasks/{task_id}
gramps_get_tasks TASKSTOOL GET /tasks/
gramps_get_timeline_families TIMELINETOOL GET /timelines/families/
gramps_get_timeline_people TIMELINETOOL GET /timelines/people/
gramps_get_token_create_owner TOKENTOOL GET /token/create_owner/
gramps_get_transaction_history TRANSACTIONSTOOL GET /transactions/history/{transaction_id}
gramps_get_transaction_undo TRANSACTIONSTOOL GET /transactions/history/{transaction_id}/undo
gramps_get_transactions_history TRANSACTIONSTOOL GET /transactions/history/
gramps_get_translation TRANSLATIONSTOOL GET /translations/{language}
gramps_get_translations TRANSLATIONSTOOL GET /translations/
gramps_get_tree TREESTOOL GET /trees/{tree_id}
gramps_get_tree_config TREESTOOL GET /trees/{tree_id}/config
gramps_get_trees TREESTOOL GET /trees/
gramps_get_types TYPESTOOL GET /types/
gramps_get_user USERSTOOL GET /users/{user_name}/
gramps_get_users USERSTOOL GET /users/
gramps_post_change_password USERSTOOL POST /users/{user_name}/password/change
gramps_post_chat CHATTOOL POST /chat/
gramps_post_delete_objects TRANSACTIONSTOOL POST /objects/delete/
gramps_post_delete_objects_by_handle TRANSACTIONSTOOL POST /objects/delete-by-handle/
gramps_post_disable_tree TREESTOOL POST /trees/{tree_id}/disable
gramps_post_dna_match_parser DNATOOL POST /parsers/dna-match
gramps_post_enable_tree TREESTOOL POST /trees/{tree_id}/enable
gramps_post_exporter_file EXPORTERSTOOL POST /exporters/{extension}/file
gramps_post_families FAMILIESTOOL POST /families/
gramps_post_filters_namespace FILTERSTOOL POST /filters/{namespace}
gramps_post_get_name_group NAME_GROUPSTOOL POST /name-groups/{surname}
gramps_post_importer_file IMPORTERSTOOL POST /importers/{extension}/file
gramps_post_media_archive MEDIATOOL POST /media/archive/
gramps_post_media_archive_upload_zip MEDIATOOL POST /media/archive/upload/zip
gramps_post_media_objects MEDIATOOL POST /media/
gramps_post_media_ocr MEDIATOOL POST /media/{handle}/ocr
gramps_post_merge_family FAMILIESTOOL POST /families/{phoenix_handle}/merge/{titanic_handle}
gramps_post_merge_person PEOPLETOOL POST /people/{phoenix_handle}/merge/{titanic_handle}
gramps_post_migrate_tree TREESTOOL POST /trees/{tree_id}/migrate
gramps_post_name_groups NAME_GROUPSTOOL POST /name-groups/
gramps_post_objects TRANSACTIONSTOOL POST /objects/
gramps_post_oidcbackchannellogoutresource OIDCTOOL POST /oidc/backchannel-logout/
gramps_post_register USERSTOOL POST /users/{user_name}/register/
gramps_post_repair_tree TREESTOOL POST /trees/{tree_id}/repair
gramps_post_report_file REPORTSTOOL POST /reports/{report_id}/file
gramps_post_reset_password USERSTOOL POST /users/-/password/reset/
gramps_post_search_index SEARCHTOOL POST /search/index/
gramps_post_set_name_group NAME_GROUPSTOOL POST /name-groups/{surname}/{group}
gramps_post_token TOKENTOOL POST /token/
gramps_post_token_create_owner TOKENTOOL POST /token/create_owner/
gramps_post_token_refresh TOKENTOOL POST /token/refresh/
gramps_post_transaction_undo TRANSACTIONSTOOL POST /transactions/history/{transaction_id}/undo
gramps_post_transactions TRANSACTIONSTOOL POST /transactions/
gramps_post_translation TRANSLATIONSTOOL POST /translations/{language}
gramps_post_trees TREESTOOL POST /trees/
gramps_post_trigger_reset_password USERSTOOL POST /users/{user_name}/password/reset/trigger/
gramps_post_user USERSTOOL POST /users/{user_name}/
gramps_post_user_create_owner USERSTOOL POST /users/{user_name}/create_owner/
gramps_post_users USERSTOOL POST /users/
gramps_post_verify TREESTOOL POST /trees/{tree_id}/verify
gramps_put_bookmark_edit BOOKMARKSTOOL PUT /bookmarks/{namespace}/{handle}
gramps_put_config CONFIGTOOL PUT /config/{key}/
gramps_put_filters_namespace FILTERSTOOL PUT /filters/{namespace}
gramps_put_media_file MEDIATOOL PUT /media/{handle}/file
gramps_put_metadata_researcher METADATATOOL PUT /metadata/researcher/
gramps_put_tree TREESTOOL PUT /trees/{tree_id}
gramps_put_tree_config TREESTOOL PUT /trees/{tree_id}/config
gramps_put_user USERSTOOL PUT /users/{user_name}/

35 action-routed tool(s) · 147 verbose 1:1 tool(s). Each is enabled unless its <DOMAIN>TOOL toggle is set false; MCP_TOOL_MODE selects the surface (intent default — the six verb-tools, granular set loaded on demand · condensed action-routed · verbose 1:1 · both). Auto-generated — do not edit.

Installation

Extra Installs Intended use
gramps-mcp[mcp] Agent Utilities MCP runtime and the mandatory full epistemic-graph base dependency MCP tool hosting
gramps-mcp[agent] Current agent-runtime plus Logfire Integrated A2A agent
gramps-mcp[all] MCP and agent runtime Both entry points

Run without a durable installation:

uvx --from "gramps-mcp[mcp]" gramps-mcp
uvx --from "gramps-mcp[agent]" gramps-agent

Or install into an environment:

uv pip install "gramps-mcp[mcp]"
uv pip install "gramps-mcp[agent]"

Every install receives epistemic-graph[full] through Agent Utilities. The connector does not start an insecure engine listener or select a machine-specific graph database. AgentConfig owns engine topology and identity.

Runtime configuration

The checked-in MCP configuration is reference-only:

{
  "mcpServers": {
    "gramps-mcp": {
      "command": "uvx",
      "args": ["--from", "gramps-mcp[mcp]", "gramps-mcp"],
      "env": {
        "MCP_TOOL_MODE": "condensed",
        "GRAMPS_TOKEN": "env://GRAMPS_TOKEN",
        "GRAMPS_URL": "env://GRAMPS_URL"
      }
    }
  }
}

An alias-aware Arbora launcher resolves the two references before creating the child process. Other launchers must inject the values through their own runtime secret mechanism. Never replace references with a credential or endpoint in a committed file.

Setting Purpose
GRAMPS_URL Absolute HTTPS origin of the selected Gramps Web API
GRAMPS_TOKEN Fixed bearer credential when delegation is inactive
GRAMPS_USERNAME and GRAMPS_PASSWORD Optional login pair when a fixed token is not used
TLS_PROFILE / TLS_PROFILES_REF Checked system/private trust and optional mTLS
MCP_TOOL_MODE condensed, verbose, both, or intent

The endpoint must not contain credentials, a query, or a fragment. The retired boolean verification switch is unsupported; trust policy is a resolved TLS profile and cannot be disabled per request.

Validate configuration without printing resolved values:

agent-connector-sdk-doctor --only config transport_security mcp_fleet_secrets mcp_fleet

Usage

Python client

from gramps_mcp.auth import get_client

client = get_client()
try:
    result = client.get_people(page=1, pagesize=25)
    print(result.status_code)
finally:
    client.close()

MCP tool call

{
  "tool": "gramps_people",
  "arguments": {
    "action": "get_people",
    "params_json": "{\"page\":1,\"pagesize\":25}"
  }
}

Use gramps-genealogy-operations for evidence handling, privacy controls, stable-handle resolution, and safe mutations. Merges, imports, deletes, tree repair or migration, transaction undo, user changes, and token/password operations require explicit scope and approval.

Containers

The multi-stage Dockerfile provides separate MCP and agent targets:

docker build --target mcp -t gramps-mcp:mcp -f docker/Dockerfile .
docker build --target agent -t gramps-mcp:agent-local -f docker/Dockerfile .

Compose image references, model selection, MCP endpoint, credentials, and telemetry are externalized. Published ports bind to loopback by default; any wider network exposure must add authenticated MCP transport, authorization policy, and ingress TLS.

Governed capability contract

The package contributes only provider-owned inputs:

  • a mapping of the public Gramps data model;
  • neutral people, family, and event source presets;
  • one provider skill and canonical prompts;
  • entry points that prove which distribution owns each input.

The committed release-generated schema-v2 bundle adds exact local MCP schema fingerprints, a signed manifest, SHACL shapes, neutral mappings and fixtures, a migration ledger, and an offline source attestation. It contains no live record, instance extension, endpoint, credential, local path, tenant mapping, or external-live claim. Genealogy ingestion also requires approved tenant, ACL, consent, classification, retention, provenance, redaction, and deletion policy. Missing or stale evidence fails closed.

Runtime endpoints, credentials, TLS trust, identity, tree/tenant policy, retention, and observability destinations are deployment inputs and never packaged values. Read Configuration, trust, and privacy before enabling a network transport, Arbora delegation, source synchronization, or trace export.

Privacy and observability

Genealogy can expose living-person identities, family relationships, dates, places, notes, media, DNA, contact details, and authentication data. Keep telemetry content capture disabled unless a separately approved policy permits it. Export bounded status, counts, timings, and error classes rather than prompts, responses, tool payloads, records, endpoints, credentials, or filesystem paths.

See the documentation for configuration, deployment, and operational guidance.

Environment Variables

Package environment variables

Variable Example Description
HOST 127.0.0.1
PORT 8000
TRANSPORT stdio stdio | streamable-http | sse
MCP_TOOL_MODE condensed condensed | verbose | both | intent
ENABLE_OTEL False
OTEL_EXPORTER_OTLP_HEADERS_REF secret://telemetry/headers OTEL_EXPORTER_OTLP_ENDPOINT is supplied at runtime.
LANGFUSE_CAPTURE_CONTENT false
EUNOMIA_TYPE none none | embedded | remote
BOOKMARKSTOOL True
CHATTOOL True
CITATIONSTOOL True
CONFIGTOOL True
DNATOOL True
EVENTSTOOL True
EXPORTERSTOOL True
FACTSTOOL True
FAMILIESTOOL True
FILTERSTOOL True
HOLIDAYSTOOL True
IMPORTERSTOOL True
LIVINGTOOL True
MEDIATOOL True
METADATATOOL True
NAME_FORMATSTOOL True
NAME_GROUPSTOOL True
NOTESTOOL True
OIDCTOOL True
PEOPLETOOL True
PLACESTOOL True
RELATIONSTOOL True
REPORTSTOOL True
REPOSITORIESTOOL True
SEARCHTOOL True
SOURCESTOOL True
TAGSTOOL True
TASKSTOOL True
TIMELINETOOL True
TOKENTOOL True
TRANSACTIONSTOOL True
TRANSLATIONSTOOL True
TREESTOOL True
TYPESTOOL True
USERSTOOL True

Inherited agent-connector-sdk variables (apply to every connector)

Variable Example Description
MCP_ENABLED_TOOLS — Comma-separated tool allow-list
MCP_DISABLED_TOOLS — Comma-separated tool deny-list
MCP_ENABLED_TAGS — Comma-separated tag allow-list
MCP_DISABLED_TAGS — Comma-separated tag deny-list
EUNOMIA_POLICY_FILE mcp_policies.json Embedded Eunomia policy file
EUNOMIA_REMOTE_URL — Remote Eunomia authorization server URL
OTEL_EXPORTER_OTLP_ENDPOINT — OTLP collector endpoint
MCP_CLIENT_AUTH — Outbound MCP child auth: oidc-client-credentials | basic | none
OIDC_CLIENT_ID — OIDC client id (service-account auth)
OIDC_CLIENT_SECRET_REF secret://identity/oidc-client-secret Runtime secret reference for the OIDC service account
MCP_BASIC_AUTH_USERNAME — HTTP Basic username (MCP_CLIENT_AUTH=basic)
MCP_BASIC_AUTH_PASSWORD_REF secret://identity/mcp-basic-password Runtime secret reference for HTTP Basic auth (MCP_CLIENT_AUTH=basic)
DEBUG False Verbose logging
PYTHONUNBUFFERED 1 Unbuffered stdout (recommended in containers)
MCP_URL http://localhost:8000/mcp URL of the MCP server the agent connects to
PROVIDER — Operator-configured LLM provider for the agent
MODEL_ID — Operator-configured model id for the agent
ENABLE_WEB_UI True Serve the AG-UI web interface

43 package + 18 inherited variable(s). Auto-generated from .env.example + the shared agent-connector-sdk set — do not edit.

Deploy with agent-connector-sdk-deployment

Provision this package with the consolidated agent-connector-sdk-deployment workflow. It selects an installed-package, editable-source, or immutable-container path; records only runtime secret and TLS-profile references in AgentConfig; and runs doctor, registration, policy, observability, and rollback gates. Ask your agent to "deploy gramps-mcp with agent-connector-sdk-deployment".

Install mode Command
Installed package uv tool install "gramps-mcp[mcp]", then run gramps-mcp
Editable source uv pip install -e ".[agent]", then run gramps-mcp
Immutable container deploy registry.example.invalid/gramps-mcp@sha256:<digest> through the operator-selected orchestrator

The repository embeds no deployment profile, credential value, certificate path, or environment-specific endpoint. Supply those at runtime through AgentConfig and the configured secret provider.

Metadata

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