SearchStack

Server Details

Agent-driven search: build, import, tune, search, and score result quality — all over MCP.

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Status: Unhealthy
OAuth: Works in Glama
Last Tested: 2026-09-11 15:58
Transport: Streamable HTTP
URL

TDQS

A3.5/5.0

Scored 2026-07-16 14:57 across 107 tools

Disambiguation5/5

Each tool targets a distinct resource-action pair with clear prefixes (account, analytics, api_key, etc.). Even similar tools (e.g., search_by_image vs search_by_image_base64) are distinguished by modality. No two tools appear to do the same thing.

Naming Consistency5/5

All tool names follow a consistent snake_case noun_verb pattern (e.g., account_get, contributors_create, eval_run_status). POST variants are consistently suffixed with _post. The naming is highly systematic and predictable.

Tool Count1/5

With 107 tools, this server is far beyond the typical 3-15 range. While the domain is broad, the number is excessive for an MCP server, making it hard for agents to navigate. Score 1 per calibration (50+ tools is extreme mismatch).

Completeness5/5

The server covers a comprehensive set of operations for a search platform: account, analytics, API keys, bulk operations, contributors, coordinates, evaluation, facets, feeds, groups, judges, lists, media, resources, searchable fields, search results, and webhooks. CRUD and lifecycle operations are present for most resources. No obvious gaps.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

1 tool updateJul 19, 2026

Changedfeed_connect3 fields changed

addedInput schema / properties / request / properties / media_excludes

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": [
+    "array",
+    "null"
+  ]
+}

addedInput schema / properties / request / properties / media_prefix
```
Added value: +{
+  "type": [
+    "string",
+    "null"
+  ]
+}
```

addedInput schema / properties / request / properties / media_types

Added value: +{
+  "items": {
+    "type": "string"
+  },
+  "type": [
+    "array",
+    "null"
+  ]
+}

16 tool updatesJul 14, 2026
- Addedapi_key_create_read_only
- Addedfeed_connect
- Addedfeed_discover
- Addedfeed_edit_interval
- Addedfeed_edit_web_scope
- Addedfeed_get
- Addedsearch_result_get
- Addedsearch_result_import
- Addedsearch_result_import_from_media
- Addedsearch_result_list
- Addedsearch_result_list_post
- Addedwebhook_create
- Addedwebhook_delete
- Addedwebhook_edit
- Addedwebhook_event_list
- Addedwebhook_test
3 tool updatesJul 13, 2026
- Addedfeed_list
- Addedfeed_sync_now
- Addedsearch_result_delete_by_ids

3 tool updatesJul 13, 2026

Changedbulk_insert1 field changed

addedInput schema / properties / idempotencyKey

Added value: +{
+  "default": null,
+  "description": "Optional idempotency key. Reuse the same value across retries of one logical bulk insert so a network blip replays the original write instead of duplicating every record. Omit to auto-generate one per call.",
+  "type": [
+    "string",
+    "null"
+  ]
+}

Changedbulk_insert_with_fields1 field changed

addedInput schema / properties / idempotencyKey

Added value: +{
+  "default": null,
+  "description": "Optional idempotency key. Reuse the same value across retries of one logical bulk insert so a network blip replays the original write instead of duplicating every record. Omit to auto-generate one per call.",
+  "type": [
+    "string",
+    "null"
+  ]
+}

Changedsearch_result_create1 field changed

addedInput schema / properties / idempotencyKey

Added value: +{
+  "default": null,
+  "description": "Optional idempotency key. Reuse the same value across retries of one logical create so a network blip replays the original write instead of duplicating it. Omit to auto-generate one per call.",
+  "type": [
+    "string",
+    "null"
+  ]
+}

88 tool updatesJul 10, 2026
- First observedaccount_get
- First observedaccount_get_name
- First observedanalytics_get_group
- First observedanalytics_get_list
- First observedbulk_insert
- First observedbulk_insert_with_fields
- First observedcontributors_create
- First observedcontributors_delete
- First observedcoordinates_create
- First observedcoordinates_delete
- First observedeval_run
- First observedeval_run_history
- First observedeval_run_status
- First observedeval_set_bootstrap
- First observedeval_set_create
- First observedeval_set_delete
- First observedeval_set_list
- First observedeval_set_view
- First observedextract_document_text
- First observedfacet_create
- First observedfacet_remove
- First observedfacet_rename
- First observedfacet_values
- First observedget_api_catalog
- First observedget_api_info
- First observedget_examples
- First observedgroup_add_ip_address
- First observedgroup_add_list
- First observedgroup_bump_version
- First observedgroup_clone
- First observedgroup_create
- First observedgroup_delete
- First observedgroup_edit
- First observedgroup_get
- First observedgroup_get_version_members
- First observedgroup_get_versions
- First observedgroup_remove_ip_address
- First observedgroup_remove_list
- First observedgroup_remove_model
- First observedgroup_remove_reranker
- First observedgroup_restore_version
- First observedgroup_search
- First observedgroup_search_post
- First observedgroup_set_model
- First observedgroup_set_reranker
- First observedgroup_suggest
- First observedgroup_suggest_post
- First observedgroup_transfer
- First observedjudge_create
- First observedjudge_delete
- First observedjudge_list
- First observedjudge_run
- First observedjudge_run_status
- First observedjudge_try
- First observedjudge_view
- First observedlist_create
- First observedlist_delete
- First observedlist_edit
- First observedlist_get
- First observedlist_restore_version
- First observedmedia_store_delete_media
- First observedrecord_group_click
- First observedrecord_list_click
- First observedrelated
- First observedrelated_post
- First observedresource_create
- First observedresource_remove
- First observedresource_rename
- First observedsearch_by_image
- First observedsearch_by_image_base64_post
- First observedsearch_by_image_post
- First observedsearch_group_by_image
- First observedsearch_group_by_image_base64
- First observedsearch_group_by_image_base64_post
- First observedsearch_group_by_image_post
- First observedsearch_list
- First observedsearch_list_post
- First observedsearch_result_create
- First observedsearch_result_delete
- First observedsearch_result_delete_by_filter
- First observedsearch_result_edit
- First observedsearch_result_edit_vector
- First observedsearch_result_soft_delete_by_filter
- First observedsearchable_create
- First observedsearchable_remove
- First observedsearchable_rename
- First observedsuggest
- First observedsuggest_post

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