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Hosted MCP memory: save sessions/decisions once, search from Claude, Cursor, ChatGPT. EU-hosted FTS.

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joleschmidt/palim-mcp-examples
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palim-mcp-examples

Available Tools

9 tools
palim_add_memoryCInspect

Store a memory, fact, decision, or preference for later retrieval.

ParametersJSON Schema
NameRequiredDescriptionDefault
tagsNoTags for categorization
typeYesType of memory
contentYesContent of the memory
metadataNoAdditional metadata
source_session_idNoOptional reference to source session

Output Schema

ParametersJSON Schema
NameRequiredDescription
messageYesHuman-readable tool result text.

TDQS

C2.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations indicate a non-read-only, non-idempotent write operation. The description adds no extra behavior context such as duplicate creation risk, authentication needs, or that it creates a new memory each time. It neither contradicts annotations nor provides meaningful additional disclosure.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single, compact sentence with no wasted words. The key verb and object are front-loaded, making it appropriately concise for the stated purpose.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Despite having an output schema and full parameter descriptions, the tool description is minimal. It omits mention of tags, metadata, idempotency, or when to use it relative to other memory tools. The phrase 'for later retrieval' gives some context, but the description relies heavily on the schema and annotations for essential detail.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so baseline is 3. The description mentions 'fact, decision, or preference' which mirrors the enum values, but it does not add semantic meaning beyond the schema's property descriptions.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool stores a memory, fact, decision, or preference with a specific verb and resource. It distinguishes from siblings like delete/update/search by implying creation, but it does not explicitly cite alternatives.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this tool versus alternatives like update_memory or search_memories. The description only states the action without prerequisites, exclusions, or context for choosing it.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

palim_delete_sessionA
DestructiveIdempotent
Inspect

Delete a chat session. Soft delete by default (reversible). Use hard_delete=true for permanent deletion.

ParametersJSON Schema
NameRequiredDescriptionDefault
session_idYesThe session ID to delete
hard_deleteNoIf true, permanently deletes all data. Default: false (soft delete).

Output Schema

ParametersJSON Schema
NameRequiredDescription
messageYesHuman-readable tool result text.

TDQS

A4.3/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already indicate destructiveHint=true, readOnlyHint=false, and idempotentHint=true. The description adds valuable context by explaining the soft delete default is reversible and hard delete is permanent, which goes beyond the annotation's simple destructive flag. This clarifies the reversibility of the operation.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is two sentences, front-loaded with the core purpose, and every phrase adds value. It is concise and well-structured without unnecessary elaboration.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple delete tool with two parameters, full schema coverage, and annotations, the description is complete. It explains the default behavior, the irreversible option, and implies the destructive nature. The output schema covers return values, so no further details are needed.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3. The description mentions hard_delete=true for permanent deletion, which adds a bit of context but essentially mirrors the schema's parameter descriptions. No additional semantic depth is provided beyond what the schema already states.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool deletes a chat session, using the specific verb 'delete' and resource 'chat session'. It also distinguishes between soft and hard deletion, which differentiates it from sibling delete tools like palim_delete_memory and palim_delete_user_rule by focusing on sessions.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides clear guidance on when to use soft vs. hard delete ('Soft delete by default (reversible). Use hard_delete=true for permanent deletion.'). It does not explicitly name alternatives or exclusion criteria for other sibling tools, but the context is sufficient for a delete operation.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

palim_get_brainA
Read-onlyIdempotent
Inspect

Distilled knowledge profile. No args: recent topic index (capped). With topic: full document. Pass limit for a larger or full index.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMax topics in the index (most recently updated first). Default 20 when omitted. Pass 0 for every topic.
topicNoOptional topic slug or name. When set, returns the full topic document instead of the index.

Output Schema

ParametersJSON Schema
NameRequiredDescription
messageYesHuman-readable tool result text.

TDQS

A3.6/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint, idempotentHint, and non-destructive, so safety is covered. The description adds mode-dependent behavior (index vs full document and capped index), which is useful, but much of it is also reflected in the schema. No contradiction with annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three short sentences with no redundant words. Each sentence conveys a distinct behavior: no args, with topic, and with limit, making the most important behavioral variation easy to scan.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The tool has only two optional parameters and an output schema, and the description covers the core invocation patterns and result types. It is sufficiently complete for an agent to call the tool safely and interpret the output, even though error cases like unknown topics are not mentioned.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so the baseline is 3. The description lightly reinforces how limit and topic change the result, but it does not add meaningful meaning beyond what the schema already provides.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description explains the resource (distilled knowledge profile), the primary outputs (recent topic index vs full topic document), and the input mode that selects each. The behavior is clear enough to distinguish the tool from siblings like palim_search or palim_get_context, though no sibling is named.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It gives operational guidance for no args, a topic, and a limit, but it does not explicitly state when to choose this tool over siblings such as palim_search or palim_get_context. The intended use is implied by 'distilled knowledge profile' rather than stated.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

palim_get_contextA
Read-onlyIdempotent
Inspect

Get formatted context for a specific topic by searching and retrieving relevant sessions.

ParametersJSON Schema
NameRequiredDescriptionDefault
tagsNoFilter by metadata tags (match any).
topicYesTopic to get context for.
statusNoOptional filter by metadata.status (e.g. "laufend", "abgeschlossen").
projectNoOptional filter by project
max_sessionsNoMaximum number of sessions to include (default: 3)

Output Schema

ParametersJSON Schema
NameRequiredDescription
messageYesHuman-readable tool result text.

TDQS

A3.5/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, establishing a safe read operation. The description adds that it aggregates sessions via search and retrieval to produce formatted context, which is a useful behavioral trait. However, it does not disclose criteria for selecting sessions or what 'formatted' entails beyond what annotations already imply.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single sentence that is front-loaded with the core action ('Get formatted context') and includes the key mechanism ('by searching and retrieving relevant sessions'). Every word contributes, with no redundancy or filler.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The presence of a detailed input schema and an output schema reduces the burden on the description. However, given the large set of sibling tools, the description does not clearly position when this tool should be preferred over similar retrieval tools like palim_find_similar or palim_get_sessions, leaving a completeness gap in tool selection guidance.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema provides descriptions for all 5 parameters, achieving 100% coverage, so the baseline is 3. The description 'specific topic' loosely maps to the required 'topic' parameter, but it adds no new semantic details about filtering, defaults, or interactions between parameters.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description uses a specific verb 'Get' and identifies the resource as 'formatted context for a specific topic', while explaining the mechanism of searching and retrieving relevant sessions. It is clear and distinct from mere session listing, but it does not explicitly contrast with sibling tools like palim_search or palim_get_sessions.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The intended use for retrieving topic-specific context is implied, but there is no explicit guidance on when to use this tool versus alternatives such as palim_search or palim_get_user_context. No exclusions or preference conditions are given, so the agent must infer the right context from the name and description.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

palim_helpA
Read-onlyIdempotent
Inspect

Show an overview of all available Palim tools and usage instructions.

ParametersJSON Schema
NameRequiredDescriptionDefault
categoryNoFilter by category. Default: all.

Output Schema

ParametersJSON Schema
NameRequiredDescription
messageYesHuman-readable tool result text.

TDQS

A4.1/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, establishing this as a safe, read-only help operation. The description adds no extra behavioral context beyond restating the purpose, so it adds limited value beyond the annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, concise sentence that delivers the essential purpose without any filler or redundant phrasing. It is front-loaded and earns its place with no wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple help tool with one optional parameter, a complete schema, and rich annotations, the description is sufficiently complete. It explains the tool's purpose and output (overview and instructions), and the output schema (present) can provide any return-value details.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The schema covers 100% of the parameter (category) with a clear enum and description, so the description does not need to add parameter details. The description doesn't mention the category parameter, but the schema fully handles it, placing this at the baseline for high schema coverage.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description uses a specific verb ('Show') and resource ('all available Palim tools and usage instructions'), making the tool's purpose immediately clear. It is distinct from sibling tools, which perform operations on data rather than providing help.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description clearly implies this tool is for getting an overview and usage instructions, which is the right context for a help command. It doesn't explicitly name alternatives or exclusions, but given its unique role among the sibling tools, the usage context is clear enough.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

palim_resumeA
Read-onlyIdempotent
Inspect

Continue the user's most recent Palim thread. Call first in a new chat, no args. Ignore the result if it is unrelated.

ParametersJSON Schema
NameRequiredDescriptionDefault
projectNoOptional: only consider threads belonging to this project.
tool_sourceNoOptional: only consider threads from one client (cursor, claude, codex, chatgpt, ...).
within_hoursNoOptional: ignore threads older than this many hours. Omit to always return the latest thread.
include_messagesNoOptional: append the tail of the transcript when the thread has stored messages. Default false.

Output Schema

ParametersJSON Schema
NameRequiredDescription
messageYesHuman-readable tool result text.

TDQS

A4.2/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false. The description adds meaningful behavioral context beyond annotations: that it should be called first with no args, and that the result may be unrelated and can be ignored. This is useful for an agent deciding how much weight to give the output.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences, both essential. The first states the action and invocation pattern; the second warns about result relevance. No wasted words, and the key instruction is front-loaded.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple resume-thread tool with zero required params and a rich schema, the description plus annotations cover the main operational needs. The sibling list shows alternative memory tools but the description doesn't explicitly contrast with palim_get_context or palim_search. Given the tool's simplicity and the 'ignore if unrelated' guidance, it is nearly complete.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema has 100% description coverage, with clear parameter descriptions for project, tool_source, within_hours, and include_messages. The description adds the strategic context about calling with no args, but doesn't add much beyond the schema for parameter semantics. Baseline 3 is appropriate given high schema coverage.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states the tool resumes the user's most recent Palim thread, with specific behavioral guidance to call it first in a new chat. This is clear about the action and resource. However, it doesn't explicitly distinguish it from palim_get_context or palim_search among siblings, though 'call first in a new chat' hints at its unique role.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Provides explicit when-to-use guidance: 'Call first in a new chat, no args' and tells the agent to ignore the result if unrelated. This is strong usage direction, though it doesn't name alternative tools for specific conditions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

palim_save_contextA
Idempotent
Inspect

Lightweight checkpoint: self-contained handoff, no transcript. Reuse session_id in this chat. Proactive after results and decisions.

ParametersJSON Schema
NameRequiredDescriptionDefault
tagsNoOptional search tags.
titleNoChat title when visible.
originNohuman (default) or automation (hooks/cron).
statusNoOptional status, e.g. laufend or abgeschlossen.
contextYesHandoff another AI can continue from: goal, state, constraints, next steps.
projectNoOptional project name.
created_atNoOptional ISO 8601 chat date from the client.
key_topicsNoMain topics.
open_itemsNoOpen tasks.
session_idNoStable chat ID. Reuse it so checkpoints update one row. Claude Code/Codex: claude-code-<client session id>.
source_urlsNoOptional URLs.
tool_sourceYesClient: cursor, claude, chatgpt, …
continues_fromNoOptional session_id from palim_resume that this chat continues.
decisions_madeNoDecisions in this chat.
referenced_filesNoRelevant files.
resolved_open_itemsNoPreviously open items that are now done; quote a leading fragment.

Output Schema

ParametersJSON Schema
NameRequiredDescription
messageYesHuman-readable tool result text.

TDQS

A4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With idempotentHint=true and destructiveHint=false already supplied by annotations, the description adds useful behavioral context: it is lightweight, self-contained, and deliberately excludes the transcript. This prevents the agent from treating the tool as a full conversation logger, which goes beyond the structured annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is three short, front-loaded clauses with no filler: it states the tool's nature, the key constraint, and the activation trigger. Every sentence contributes actionable information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 16-parameter tool, the description is sufficient because the schema is fully self-documenting and an output schema exists. It covers what to store (self-contained handoff, no transcript), when to store it, and how to keep checkpoints associated via session_id; the main missing piece is explicit sibling routing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema documents all 16 parameters with descriptions, so the baseline is 3. The description adds only the 'reuse session_id' instruction, which is helpful but is already implied by the schema's session_id description; it does not significantly extend parameter understanding.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly identifies the tool as a lightweight checkpoint for a self-contained handoff, and it immediately adds the key distinction that it does not save a transcript. It is clear about what the tool does, though it does not explicitly differentiate it from the similar palim_add_memory tool.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It gives explicit operational timing—'Proactive after results and decisions'—and instructs the agent to reuse session_id, so an agent knows when and how to invoke it. It does not, however, state when not to use it or name an alternative such as palim_add_memory.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

palim_save_sessionAInspect

Save or append a full chat transcript (messages + summary). Prefer palim_save_context for compact handoffs. For metadata-only or URL updates use palim_update_session_metadata / palim_update_session_references. When appending: reuse session_id + title, fetch existing messages first, send only new ones. Always pass a complete summary and metadata.tool_source.

ParametersJSON Schema
NameRequiredDescriptionDefault
titleYesSession title. Reuse across saves; else the exact chat title from the client UI.
summaryNoFull-conversation summary. Required arrays may be empty.
messagesYesMessages to save (role + content). When appending, only unsaved messages.
metadataNoSession metadata. tool_source is required.
overwriteNoReplace all existing messages instead of appending. Default: false.
created_atNoOptional ISO 8601 creation date from the AI client (new sessions only).
session_idNoSession id. Reuse across saves in this chat; else from chat URL or a new UUID.

Output Schema

ParametersJSON Schema
NameRequiredDescription
messageYesHuman-readable tool result text.

TDQS

A4.7/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The description reveals important behavioral traits beyond the annotations: append is the default mode, appending requires fetching existing messages first, and every save must include a complete summary and metadata.tool_source. However, it does not explicitly warn that overwrite=true is destructive, though the schema does document that behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is compact and front-loaded: it states the core action first, then names alternatives, then gives the append-specific workflow. Every sentence earns its place and none are redundant.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a complex tool with nested objects, an output schema, and multiple siblings, the description is complete: it covers core behavior, alternatives, append workflow, and mandatory fields. Nothing an agent needs to correctly invoke the tool is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the schema already documents all parameters. The description adds real integration value by prescribing how to populate session_id, title, messages, summary, and metadata.tool_source in the append workflow, which is meaning beyond the raw field definitions.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with a specific verb and resource: 'Save or append a full chat transcript (messages + summary).' It clearly differentiates itself from palim_save_context and the metadata/reference update tools, so an agent can immediately tell what this tool does and what it does not do.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage guidance is explicit and actionable: prefer palim_save_context for compact handoffs, use metadata/reference tools for metadata-only updates, and when appending reuse session_id/title, fetch existing messages first, and send only new ones. This gives clear when-to-use and when-not-to-use direction.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. 3 tool updates
    • Addedpalim_delete_session
    • Removedpalim_preview_session_tag_cleanup
    • Addedpalim_save_session
  2. 1 tool update
    • Changedpalim_get_brain1 field changed
      • addedInput schema / properties / limit
        Added value: +{
        +  "description": "Max topics in the index (most recently updated first). Default 20 when omitted. Pass 0 for every topic.",
        +  "type": "number"
        +}
  3. 2 tool updates
    • Removedpalim_delete_session
    • Addedpalim_preview_session_tag_cleanup
  4. 38 tool updates
    • Removedpalim_add_user_rule
    • Removedpalim_backfill_blind_index
    • Removedpalim_backfill_brain
    • Removedpalim_browse_sessions
    • Removedpalim_clean_session_tags
    • Removedpalim_create_connection_url
    • Removedpalim_create_summary
    • Removedpalim_delete_memory
    • Removedpalim_delete_user_rule
    • Removedpalim_export_brain
    • Removedpalim_export_session
    • Removedpalim_find_similar
    • Removedpalim_get_session
    • Removedpalim_get_sessions
    • Removedpalim_get_stats
    • Removedpalim_get_summary
    • Removedpalim_get_user_context
    • Removedpalim_get_user_profile
    • Removedpalim_list_sessions
    • Removedpalim_list_summaries
    • Removedpalim_list_user_rules
    • Removedpalim_login
    • Removedpalim_logout
    • Removedpalim_migrate_encryption
    • Removedpalim_register
    • Removedpalim_repair_brain_hooks
    • Changedpalim_save_context14 fields changed
      • changedInput schema / properties / context / description
        Previous value: -"Concise but self-contained handoff: goal, relevant background, work completed, current state, constraints, and next steps. Write it so another AI can continue without the transcript."New value: +"Handoff another AI can continue from: goal, state, constraints, next steps."
      • changedInput schema / properties / continues_from / description
        Previous value: -"Optional. session_id of the thread this chat continues, as reported by palim_resume. Keep your own new session_id; this only records the link."New value: +"Optional session_id from palim_resume that this chat continues."
      • changedInput schema / properties / created_at / description
        Previous value: -"Optional chat creation date from the AI client (ISO 8601)."New value: +"Optional ISO 8601 chat date from the client."
      • changedInput schema / properties / decisions_made / description
        Previous value: -"Decisions reached in this chat."New value: +"Decisions in this chat."
      • changedInput schema / properties / key_topics / description
        Previous value: -"Main topics covered."New value: +"Main topics."
      • changedInput schema / properties / open_items / description
        Previous value: -"Remaining tasks or unresolved questions."New value: +"Open tasks."
      • changedInput schema / properties / origin / description
        Previous value: -"Who produced this checkpoint. Use \"automation\" for scheduled routines, cron jobs and capture hooks — anything saved without a human in the loop. Defaults to \"human\". Automated saves are counted separately in palim_get_stats so they cannot be mistaken for real usage."New value: +"human (default) or automation (hooks/cron)."
      • changedInput schema / properties / referenced_files / description
        Previous value: -"Relevant files or resources."New value: +"Relevant files."
      • changedInput schema / properties / resolved_open_items / description
        Previous value: -"Open items from earlier sessions on this topic that are now DONE. Quote the wording of the item (a leading fragment is enough); it is moved out of Open Items into a dated Resolved section. Use this whenever a chat finishes something previously listed as open, otherwise the worklist keeps showing completed work."New value: +"Previously open items that are now done; quote a leading fragment."
      • changedInput schema / properties / session_id / description
        Previous value: -"Stable chat ID, reused for every checkpoint in this chat so the record is updated instead of duplicated. In Claude Code / Codex use `claude-code-<the client session id>` — the Stop hook keeps that same row's live tail current, and sharing the ID keeps your handoff and that tail on one row. Otherwise reuse the ID returned by your first checkpoint in this chat."New value: +"Stable chat ID. Reuse it so checkpoints update one row. Claude Code/Codex: claude-code-<client session id>."
      • changedInput schema / properties / source_urls / description
        Previous value: -"Optional chat URL and referenced URLs."New value: +"Optional URLs."
      • changedInput schema / properties / status / description
        Previous value: -"Optional lifecycle status such as laufend or abgeschlossen."New value: +"Optional status, e.g. laufend or abgeschlossen."
      • changedInput schema / properties / title / description
        Previous value: -"Exact chat title when visible. Omit if unavailable; Palim derives a short title from context."New value: +"Chat title when visible."
      • changedInput schema / properties / tool_source / description
        Previous value: -"AI platform this chat originates from, for example codex, cursor, claude, chatgpt, gemini, perplexity, granola, or web."New value: +"Client: cursor, claude, chatgpt, …"
    • Removedpalim_save_session
    • Removedpalim_search_by_date_range
    • Removedpalim_search_memories
    • Removedpalim_set_user_context
    • Removedpalim_show_session
    • Removedpalim_update_brain_topic
    • Removedpalim_update_memory
    • Removedpalim_update_session_metadata
    • Removedpalim_update_session_references
    • Removedpalim_update_user_profile
    • Removedpalim_update_user_rule
  5. 45 tool updates
    • Changedpalim_add_memory1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_add_user_rule1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_backfill_blind_index1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_backfill_brain1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_browse_sessions1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_clean_session_tags1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_create_connection_url1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_create_summary1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_delete_memory1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_delete_session1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_delete_user_rule1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_export_brain1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_export_session1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_find_similar1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_get_brain1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_get_context1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_get_session1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_get_sessions1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_get_stats1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_get_summary1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_get_user_context1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_get_user_profile1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_help1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_list_sessions1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_list_summaries1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_list_user_rules1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_login1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_logout1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_migrate_encryption1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_register1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_repair_brain_hooks1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_resume1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_save_context1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_save_session1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_search1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_search_by_date_range1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_search_memories1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_set_user_context1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_show_session1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_update_brain_topic1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_update_memory1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_update_session_metadata1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_update_session_references1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_update_user_profile1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
    • Changedpalim_update_user_rule1 field changed
      • changedOutput schema / (root)
        Previous value: -nullNew value: +{
        +  "additionalProperties": true,
        +  "properties": {
        +    "message": {
        +      "description": "Human-readable tool result text.",
        +      "type": "string"
        +    }
        +  },
        +  "required": [
        +    "message"
        +  ],
        +  "type": "object"
        +}
  6. 45 tool updates
    • First observedpalim_add_memory
    • First observedpalim_add_user_rule
    • First observedpalim_backfill_blind_index
    • First observedpalim_backfill_brain
    • First observedpalim_browse_sessions
    • First observedpalim_clean_session_tags
    • First observedpalim_create_connection_url
    • First observedpalim_create_summary
    • First observedpalim_delete_memory
    • First observedpalim_delete_session
    • First observedpalim_delete_user_rule
    • First observedpalim_export_brain
    • First observedpalim_export_session
    • First observedpalim_find_similar
    • First observedpalim_get_brain
    • First observedpalim_get_context
    • First observedpalim_get_session
    • First observedpalim_get_sessions
    • First observedpalim_get_stats
    • First observedpalim_get_summary
    • First observedpalim_get_user_context
    • First observedpalim_get_user_profile
    • First observedpalim_help
    • First observedpalim_list_sessions
    • First observedpalim_list_summaries
    • First observedpalim_list_user_rules
    • First observedpalim_login
    • First observedpalim_logout
    • First observedpalim_migrate_encryption
    • First observedpalim_register
    • First observedpalim_repair_brain_hooks
    • First observedpalim_resume
    • First observedpalim_save_context
    • First observedpalim_save_session
    • First observedpalim_search
    • First observedpalim_search_by_date_range
    • First observedpalim_search_memories
    • First observedpalim_set_user_context
    • First observedpalim_show_session
    • First observedpalim_update_brain_topic
    • First observedpalim_update_memory
    • First observedpalim_update_session_metadata
    • First observedpalim_update_session_references
    • First observedpalim_update_user_profile
    • First observedpalim_update_user_rule

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Glama MCP Gateway

Add one secure layer between your agents and this server.

TDQS

A3.7/5.0
Disambiguation4/5

Most tools have distinct purposes, especially the save/delete actions and help. However, save_context vs save_session and get_context vs search overlap enough that an agent could select the wrong one without reading closely.

Naming Consistency4/5

All tools share the palim_ prefix and use snake_case, with a mostly consistent verb_noun pattern. help, resume, and search are verb-only names, which is a minor deviation from the otherwise predictable scheme.

Tool Count5/5

Nine tools is a well-scoped number for a memory and session management server. Each tool has a defined role, and there is no obvious bloat or excessive proliferation.

Completeness2/5

The save_session description explicitly references palim_update_session_metadata and palim_update_session_references, but those tools are not available, creating a workflow dead end. There is also no update/delete mechanism for stored memories, leaving notable lifecycle gaps.