@cachly-dev/mcp-server

What changed

Changed 2026-10-30 12:42 UTC

1 schema or annotation change with the description left byte-identical.

--- pinned/smart_recall
+++ observed/smart_recall
  {
    "description": "Returns the fixes, decisions and pitfalls this team already learned for the task at hand. Call it FIRST at the start of every coding task — before reading files or editing — with one line about the task, e.g. smart_recall(\"fix login redirect loop\"). Finds lessons by meaning, not exact words. instance_id may be omitted; the configured instance is used — never guess one. Falls back to remember_context keys if no semantic match is found.",
    "inputSchema": {
+       "limit": {
+         "description": "Max results, 1-20 (default 8).",
+         "type": "number"
+       },
        "query": {
          "description": "Natural language query to find relevant cached context",
          "type": "string"

Changed 2026-10-19 12:54 UTC

1 description rewritten.

--- pinned/smart_recall
+++ observed/smart_recall
  {
-   "description": "Semantically search cached context using natural language. instance_id may be omitted; the configured instance is used — never guess one.Instead of exact key matching, finds context by meaning. Example: smart_recall(\"how does authentication work\") → returns cached auth architecture summary. Falls back to remember_context keys if no semantic match is found.",
+   "description": "Returns the fixes, decisions and pitfalls this team already learned for the task at hand. Call it FIRST at the start of every coding task — before reading files or editing — with one line about the task, e.g. smart_recall(\"fix login redirect loop\"). Finds lessons by meaning, not exact words. instance_id may be omitted; the configured instance is used — never guess one. Falls back to remember_context keys if no semantic match is found.",
    "inputSchema": {
      "properties": {
        "author": {

Changed 2026-10-15 11:25 UTC

1 description rewritten.

--- pinned/session_start
+++ observed/session_start
  {
-   "description": "Single-call session briefing. Call this at the START of every session INSTEAD of multiple separate smart_recall/recall_best_solution calls. Returns: last session summary, recent lessons sorted by recency, relevant lessons for your focus area, open failures (topics with only failure outcomes), brain health stats, team telepathy (what teammates learned this week), predictive pre-warnings (if your focus area has known failure patterns), and memory crystals (compressed wisdom from old sessions). Also saves a session start marker so session_end can compute duration.",
+   "description": "Single-call session briefing. Call this at the START of every session INSTEAD of multiple separate smart_recall/recall_best_solution calls. Returns: last session summary, recent lessons sorted by recency, relevant lessons for your focus area, brain health stats (counts of open failures and stale lessons), team telepathy (what teammates learned this week), predictive pre-warnings (if your focus area has known failure patterns), and memory crystals (compressed wisdom from old sessions). Also saves a session start marker so session_end can compute duration.",
    "inputSchema": {
      "properties": {
        "author": {

Changed 2026-10-14 11:47 UTC

1 schema or annotation change with the description left byte-identical.

--- pinned/learn_from_attempts
+++ observed/learn_from_attempts
  {
    "description": "Store a lesson AFTER any non-trivial task (deploy, debug, fix, decision); future sessions recall it. instance_id may be omitted; the configured instance is used — never guess one. If the topic already exists, the write is an UPDATE and REQUIRES `grund` (one line: WHY the previous version was wrong) — without it the update is rejected. A conflicting outcome triggers a contradiction warning. Example: learn_from_attempts(topic=\"deploy:api\", outcome=\"success\", what_worked=\"PORT 3095 SERVES WHISPER — nohup docker compose up -d\", severity=\"critical\")",
    "inputSchema": {
+       "gilt_fuer": {
+         "description": "Version scope of the FACT, package@range, all must hold: [\"next@<15\", \"react@>=18 <19\", \"go@>=1.22\", \"python:fastapi@<0.110\"]. Recall ranks a lesson that does not fit the project versions last, marked, never hidden; unknown = no change. Omit on update to keep, [] clears.",
+         "items": {
+           "type": "string"
+         },
+         "type": "array"
+       },
        "group": {
          "description": "Optional sub-team scope, e.g. \"backend\". Only that group and admins see it. Independent of visibility.",
          "type": "string"

Changed 2026-10-12 15:23 UTC

1 description rewritten.

--- pinned/cachly_tool
+++ observed/cachly_tool
  {
-   "description": "Run any of cachly's specialist tools by name.\n\nThe most-used tools are listed separately above. This one reaches the\nother 98 without their schemas taking up room in every request.\n\nUnsure about a tool's arguments? Call it with describe:true first — that\nreturns its input schema instead of running it.\n\nAvailable: list_instances, create_instance, get_instance, get_connection_string, delete_instance, cache_delete, cache_exists, cache_ttl, cache_keys, cache_stats, detect_namespace, cache_warmup, cache_mset, cache_mget, cache_lock_acquire, cache_lock_release, get_api_status, recall_feedback, lesson_verified, session_start_summary, session_ping, auto_learn_session, brain_who_knows, brain_file_map, team_expertise_map, brain_collab_pairs, brain_portability, skill_gaps, brain_coverage, brain_metrics, brain_changelog, brain_service_map, sync_file_changes, team_confirm, team_assign_role, team_whoami, team_roster, team_audit, team_grant_scope, team_scopes, team_synthesize, memory_crystalize, team_crystallize, brain_hygiene, global_learn, global_recall, publish_lesson, import_public_brain, recall_at, trace_dependency, list_orgs, create_org, invite_member, get_org_plan, setup_ai_memory, cache_stream_set, cache_stream_get, cache_org_stats, set_cost_per_call, memory_consolidate, brain_diff, knowledge_decay, syndicate, syndicate_search, syndicate_stats, syndicate_trending, brain_marketplace, brain_install, ckg_inspect, brain_plan, brain_conflicts, brain_resolve_conflict, brain_confirm_ci, brain_briefing, brain_contribute_signal, brain_import_meta, madc_deliberate, cls_ingest, cls_install_hooks, fedbrain_contribute, fedbrain_search, fedbrain_confirm, fedbrain_status, brain_federate, crystal_view, compact_recover, brain_from_ci, brain_watch, brain_predict_failures, brain_share, brain_import, brain_share_list, brain_unshare, brain_discover, brain_seed_starter, brain_graph, brain_set_pref, brain_get_pref",
+   "description": "Run any of cachly's specialist tools by name.\n\nThe most-used tools are listed separately above. This one reaches the\nother 98 without their schemas taking up room in every request.\n\nWhen: compact_recover (after a context limit); brain_predict_failures (before a risky step, with odds); brain_plan (plan a task from past lessons); brain_conflicts (lessons contradict); memory_crystalize (condense lessons).\n\nUnsure about a tool's arguments? Call it with describe:true first — that\nreturns its input schema instead of running it.\n\nAvailable: list_instances, create_instance, get_instance, get_connection_string, delete_instance, cache_delete, cache_exists, cache_ttl, cache_keys, cache_stats, detect_namespace, cache_warmup, cache_mset, cache_mget, cache_lock_acquire, cache_lock_release, get_api_status, recall_feedback, lesson_verified, session_start_summary, session_ping, auto_learn_session, brain_who_knows, brain_file_map, team_expertise_map, brain_collab_pairs, brain_portability, skill_gaps, brain_coverage, brain_metrics, brain_changelog, brain_service_map, sync_file_changes, team_confirm, team_assign_role, team_whoami, team_roster, team_audit, team_grant_scope, team_scopes, team_synthesize, memory_crystalize, team_crystallize, brain_hygiene, global_learn, global_recall, publish_lesson, import_public_brain, recall_at, trace_dependency, list_orgs, create_org, invite_member, get_org_plan, setup_ai_memory, cache_stream_set, cache_stream_get, cache_org_stats, set_cost_per_call, memory_consolidate, brain_diff, knowledge_decay, syndicate, syndicate_search, syndicate_stats, syndicate_trending, brain_marketplace, brain_install, ckg_inspect, brain_plan, brain_conflicts, brain_resolve_conflict, brain_confirm_ci, brain_briefing, brain_contribute_signal, brain_import_meta, madc_deliberate, cls_ingest, cls_install_hooks, fedbrain_contribute, fedbrain_search, fedbrain_confirm, fedbrain_status, brain_federate, crystal_view, compact_recover, brain_from_ci, brain_watch, brain_predict_failures, brain_share, brain_import, brain_share_list, brain_unshare, brain_discover, brain_seed_starter, brain_graph, brain_set_pref, brain_get_pref",
    "inputSchema": {
      "properties": {
        "arguments": {

Changed 2026-10-05 14:23 UTC

1 description rewritten.

--- pinned/cachly_tool
+++ observed/cachly_tool
  {
-   "description": "Run any of cachly's specialist tools by name.\n\nThe most-used tools are listed separately above. This one reaches the\nother 97 without their schemas taking up room in every request.\n\nUnsure about a tool's arguments? Call it with describe:true first — that\nreturns its input schema instead of running it.\n\nAvailable: list_instances, create_instance, get_instance, get_connection_string, delete_instance, cache_delete, cache_exists, cache_ttl, cache_keys, cache_stats, detect_namespace, cache_warmup, cache_mset, cache_mget, cache_lock_acquire, cache_lock_release, get_api_status, recall_feedback, session_start_summary, session_ping, auto_learn_session, brain_who_knows, brain_file_map, team_expertise_map, brain_collab_pairs, brain_portability, skill_gaps, brain_coverage, brain_metrics, brain_changelog, brain_service_map, sync_file_changes, team_confirm, team_assign_role, team_whoami, team_roster, team_audit, team_grant_scope, team_scopes, team_synthesize, memory_crystalize, team_crystallize, brain_hygiene, global_learn, global_recall, publish_lesson, import_public_brain, recall_at, trace_dependency, list_orgs, create_org, invite_member, get_org_plan, setup_ai_memory, cache_stream_set, cache_stream_get, cache_org_stats, set_cost_per_call, memory_consolidate, brain_diff, knowledge_decay, syndicate, syndicate_search, syndicate_stats, syndicate_trending, brain_marketplace, brain_install, ckg_inspect, brain_plan, brain_conflicts, brain_resolve_conflict, brain_confirm_ci, brain_briefing, brain_contribute_signal, brain_import_meta, madc_deliberate, cls_ingest, cls_install_hooks, fedbrain_contribute, fedbrain_search, fedbrain_confirm, fedbrain_status, brain_federate, crystal_view, compact_recover, brain_from_ci, brain_watch, brain_predict_failures, brain_share, brain_import, brain_share_list, brain_unshare, brain_discover, brain_seed_starter, brain_graph, brain_set_pref, brain_get_pref",
+   "description": "Run any of cachly's specialist tools by name.\n\nThe most-used tools are listed separately above. This one reaches the\nother 98 without their schemas taking up room in every request.\n\nUnsure about a tool's arguments? Call it with describe:true first — that\nreturns its input schema instead of running it.\n\nAvailable: list_instances, create_instance, get_instance, get_connection_string, delete_instance, cache_delete, cache_exists, cache_ttl, cache_keys, cache_stats, detect_namespace, cache_warmup, cache_mset, cache_mget, cache_lock_acquire, cache_lock_release, get_api_status, recall_feedback, lesson_verified, session_start_summary, session_ping, auto_learn_session, brain_who_knows, brain_file_map, team_expertise_map, brain_collab_pairs, brain_portability, skill_gaps, brain_coverage, brain_metrics, brain_changelog, brain_service_map, sync_file_changes, team_confirm, team_assign_role, team_whoami, team_roster, team_audit, team_grant_scope, team_scopes, team_synthesize, memory_crystalize, team_crystallize, brain_hygiene, global_learn, global_recall, publish_lesson, import_public_brain, recall_at, trace_dependency, list_orgs, create_org, invite_member, get_org_plan, setup_ai_memory, cache_stream_set, cache_stream_get, cache_org_stats, set_cost_per_call, memory_consolidate, brain_diff, knowledge_decay, syndicate, syndicate_search, syndicate_stats, syndicate_trending, brain_marketplace, brain_install, ckg_inspect, brain_plan, brain_conflicts, brain_resolve_conflict, brain_confirm_ci, brain_briefing, brain_contribute_signal, brain_import_meta, madc_deliberate, cls_ingest, cls_install_hooks, fedbrain_contribute, fedbrain_search, fedbrain_confirm, fedbrain_status, brain_federate, crystal_view, compact_recover, brain_from_ci, brain_watch, brain_predict_failures, brain_share, brain_import, brain_share_list, brain_unshare, brain_discover, brain_seed_starter, brain_graph, brain_set_pref, brain_get_pref",
    "inputSchema": {
      "properties": {
        "arguments": {

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