Palim
Server Details
Hosted MCP memory: save sessions/decisions once, search from Claude, Cursor, ChatGPT. EU-hosted FTS.
- Status
- Healthy
- Last Tested
- Transport
- Streamable HTTP
- URL
- Repository
- joleschmidt/palim-mcp-examples
- GitHub Stars
- 0
- Server Listing
- palim-mcp-examples
Available Tools
9 toolspalim_add_memoryCInspect
Store a memory, fact, decision, or preference for later retrieval.
| Name | Required | Description | Default |
|---|---|---|---|
| tags | No | Tags for categorization | |
| type | Yes | Type of memory | |
| content | Yes | Content of the memory | |
| metadata | No | Additional metadata | |
| source_session_id | No | Optional reference to source session |
Output Schema
| Name | Required | Description |
|---|---|---|
| message | Yes | Human-readable tool result text. |
TDQS
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.
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.
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.
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.
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.
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_sessionADestructiveIdempotentInspect
Delete a chat session. Soft delete by default (reversible). Use hard_delete=true for permanent deletion.
| Name | Required | Description | Default |
|---|---|---|---|
| session_id | Yes | The session ID to delete | |
| hard_delete | No | If true, permanently deletes all data. Default: false (soft delete). |
Output Schema
| Name | Required | Description |
|---|---|---|
| message | Yes | Human-readable tool result text. |
TDQS
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.
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.
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.
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.
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.
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_brainARead-onlyIdempotentInspect
Distilled knowledge profile. No args: recent topic index (capped). With topic: full document. Pass limit for a larger or full index.
| Name | Required | Description | Default |
|---|---|---|---|
| limit | No | Max topics in the index (most recently updated first). Default 20 when omitted. Pass 0 for every topic. | |
| topic | No | Optional topic slug or name. When set, returns the full topic document instead of the index. |
Output Schema
| Name | Required | Description |
|---|---|---|
| message | Yes | Human-readable tool result text. |
TDQS
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.
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.
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.
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.
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.
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_contextARead-onlyIdempotentInspect
Get formatted context for a specific topic by searching and retrieving relevant sessions.
| Name | Required | Description | Default |
|---|---|---|---|
| tags | No | Filter by metadata tags (match any). | |
| topic | Yes | Topic to get context for. | |
| status | No | Optional filter by metadata.status (e.g. "laufend", "abgeschlossen"). | |
| project | No | Optional filter by project | |
| max_sessions | No | Maximum number of sessions to include (default: 3) |
Output Schema
| Name | Required | Description |
|---|---|---|
| message | Yes | Human-readable tool result text. |
TDQS
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.
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.
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.
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.
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.
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_helpARead-onlyIdempotentInspect
Show an overview of all available Palim tools and usage instructions.
| Name | Required | Description | Default |
|---|---|---|---|
| category | No | Filter by category. Default: all. |
Output Schema
| Name | Required | Description |
|---|---|---|
| message | Yes | Human-readable tool result text. |
TDQS
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.
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.
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.
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.
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.
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_resumeARead-onlyIdempotentInspect
Continue the user's most recent Palim thread. Call first in a new chat, no args. Ignore the result if it is unrelated.
| Name | Required | Description | Default |
|---|---|---|---|
| project | No | Optional: only consider threads belonging to this project. | |
| tool_source | No | Optional: only consider threads from one client (cursor, claude, codex, chatgpt, ...). | |
| within_hours | No | Optional: ignore threads older than this many hours. Omit to always return the latest thread. | |
| include_messages | No | Optional: append the tail of the transcript when the thread has stored messages. Default false. |
Output Schema
| Name | Required | Description |
|---|---|---|
| message | Yes | Human-readable tool result text. |
TDQS
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.
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.
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.
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.
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.
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_contextAIdempotentInspect
Lightweight checkpoint: self-contained handoff, no transcript. Reuse session_id in this chat. Proactive after results and decisions.
| Name | Required | Description | Default |
|---|---|---|---|
| tags | No | Optional search tags. | |
| title | No | Chat title when visible. | |
| origin | No | human (default) or automation (hooks/cron). | |
| status | No | Optional status, e.g. laufend or abgeschlossen. | |
| context | Yes | Handoff another AI can continue from: goal, state, constraints, next steps. | |
| project | No | Optional project name. | |
| created_at | No | Optional ISO 8601 chat date from the client. | |
| key_topics | No | Main topics. | |
| open_items | No | Open tasks. | |
| session_id | No | Stable chat ID. Reuse it so checkpoints update one row. Claude Code/Codex: claude-code-<client session id>. | |
| source_urls | No | Optional URLs. | |
| tool_source | Yes | Client: cursor, claude, chatgpt, … | |
| continues_from | No | Optional session_id from palim_resume that this chat continues. | |
| decisions_made | No | Decisions in this chat. | |
| referenced_files | No | Relevant files. | |
| resolved_open_items | No | Previously open items that are now done; quote a leading fragment. |
Output Schema
| Name | Required | Description |
|---|---|---|
| message | Yes | Human-readable tool result text. |
TDQS
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.
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.
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.
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.
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.
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.
| Name | Required | Description | Default |
|---|---|---|---|
| title | Yes | Session title. Reuse across saves; else the exact chat title from the client UI. | |
| summary | No | Full-conversation summary. Required arrays may be empty. | |
| messages | Yes | Messages to save (role + content). When appending, only unsaved messages. | |
| metadata | No | Session metadata. tool_source is required. | |
| overwrite | No | Replace all existing messages instead of appending. Default: false. | |
| created_at | No | Optional ISO 8601 creation date from the AI client (new sessions only). | |
| session_id | No | Session id. Reuse across saves in this chat; else from chat URL or a new UUID. |
Output Schema
| Name | Required | Description |
|---|---|---|
| message | Yes | Human-readable tool result text. |
TDQS
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.
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.
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.
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.
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.
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.
palim_searchARead-onlyIdempotentInspect
Search across all saved sessions. Supports full-text search via query, metadata filtering via tags/project/status/tool_source, or both. Omit query for tags-only filtering.
| Name | Required | Description | Default |
|---|---|---|---|
| tags | No | Filter by metadata tags (match any). | |
| limit | No | Maximum number of results (default: 5) | |
| query | No | Full-text search query. Omit for tags-only filtering. | |
| status | No | Optional filter by metadata.status (e.g. "laufend", "abgeschlossen", "referenz", "archiviert"). | |
| project | No | Optional filter by project | |
| tool_source | No | Optional explicit filter by tool source (cursor, claude, chatgpt, web, etc.). |
Output Schema
| Name | Required | Description |
|---|---|---|
| message | Yes | Human-readable tool result text. |
TDQS
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, covering safety. The description adds valuable context beyond annotations by specifying that the search operates across 'all saved sessions' (global scope) and that query and metadata filters can be combined or used independently. No contradictions found.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is two sentences, front-loaded with the core action and scope. Every clause is informative, with no fluff or repetition. It efficiently communicates both the functionality and a key usage note.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The tool has an output schema (so return format is covered), strong annotations, and descriptive parameters. The description fully explains the two primary usage modes (full-text search, metadata filtering, or both). It is complete for a search tool, requiring no further elaboration on behavior, prerequisites, or side effects.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% with each parameter described, so the baseline is 3. The description adds extra semantic value by explaining the relationship between 'query' and 'tags/project/status/tool_source' (can be combined) and the 'omit query for tags-only filtering' mode, which is not evident from the schema alone.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool's function: 'Search across all saved sessions.' It specifies the full-text search capability via 'query' and metadata filtering via 'tags/project/status/tool_source', distinguishing it from sibling tools like palim_search_memories (searches memories) and palim_search_by_date_range (searches by date). The scope 'all saved sessions' is explicit.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides clear usage context: it explains that both full-text and metadata filtering can be used, and gives specific guidance with 'Omit query for tags-only filtering.' However, it does not explicitly mention when NOT to use this tool or point to alternative tools, so it stops short of a 5.
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.
3 tool updates
- Added
palim_delete_session - Removed
palim_preview_session_tag_cleanup - Added
palim_save_session
1 tool update
- Changed
palim_get_brain1 field changed- added
Input schema / properties / limitAdded value: +{ + "description": "Max topics in the index (most recently updated first). Default 20 when omitted. Pass 0 for every topic.", + "type": "number" +}
2 tool updates
- Removed
palim_delete_session - Added
palim_preview_session_tag_cleanup
38 tool updates
- Removed
palim_add_user_rule - Removed
palim_backfill_blind_index - Removed
palim_backfill_brain - Removed
palim_browse_sessions - Removed
palim_clean_session_tags - Removed
palim_create_connection_url - Removed
palim_create_summary - Removed
palim_delete_memory - Removed
palim_delete_user_rule - Removed
palim_export_brain - Removed
palim_export_session - Removed
palim_find_similar - Removed
palim_get_session - Removed
palim_get_sessions - Removed
palim_get_stats - Removed
palim_get_summary - Removed
palim_get_user_context - Removed
palim_get_user_profile - Removed
palim_list_sessions - Removed
palim_list_summaries - Removed
palim_list_user_rules - Removed
palim_login - Removed
palim_logout - Removed
palim_migrate_encryption - Removed
palim_register - Removed
palim_repair_brain_hooks - Changed
palim_save_context14 fields changed- changed
Input schema / properties / context / descriptionPrevious 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." - changed
Input schema / properties / continues_from / descriptionPrevious 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." - changed
Input schema / properties / created_at / descriptionPrevious value: -"Optional chat creation date from the AI client (ISO 8601)."New value: +"Optional ISO 8601 chat date from the client." - changed
Input schema / properties / decisions_made / descriptionPrevious value: -"Decisions reached in this chat."New value: +"Decisions in this chat." - changed
Input schema / properties / key_topics / descriptionPrevious value: -"Main topics covered."New value: +"Main topics." - changed
Input schema / properties / open_items / descriptionPrevious value: -"Remaining tasks or unresolved questions."New value: +"Open tasks." - changed
Input schema / properties / origin / descriptionPrevious 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)." - changed
Input schema / properties / referenced_files / descriptionPrevious value: -"Relevant files or resources."New value: +"Relevant files." - changed
Input schema / properties / resolved_open_items / descriptionPrevious 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." - changed
Input schema / properties / session_id / descriptionPrevious 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>." - changed
Input schema / properties / source_urls / descriptionPrevious value: -"Optional chat URL and referenced URLs."New value: +"Optional URLs." - changed
Input schema / properties / status / descriptionPrevious value: -"Optional lifecycle status such as laufend or abgeschlossen."New value: +"Optional status, e.g. laufend or abgeschlossen." - changed
Input schema / properties / title / descriptionPrevious value: -"Exact chat title when visible. Omit if unavailable; Palim derives a short title from context."New value: +"Chat title when visible." - changed
Input schema / properties / tool_source / descriptionPrevious value: -"AI platform this chat originates from, for example codex, cursor, claude, chatgpt, gemini, perplexity, granola, or web."New value: +"Client: cursor, claude, chatgpt, …"
- Removed
palim_save_session - Removed
palim_search_by_date_range - Removed
palim_search_memories - Removed
palim_set_user_context - Removed
palim_show_session - Removed
palim_update_brain_topic - Removed
palim_update_memory - Removed
palim_update_session_metadata - Removed
palim_update_session_references - Removed
palim_update_user_profile - Removed
palim_update_user_rule
45 tool updates
- Changed
palim_add_memory1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_add_user_rule1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_backfill_blind_index1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_backfill_brain1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_browse_sessions1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_clean_session_tags1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_create_connection_url1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_create_summary1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_delete_memory1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_delete_session1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_delete_user_rule1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_export_brain1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_export_session1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_find_similar1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_get_brain1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_get_context1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_get_session1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_get_sessions1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_get_stats1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_get_summary1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_get_user_context1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_get_user_profile1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_help1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_list_sessions1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_list_summaries1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_list_user_rules1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_login1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_logout1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_migrate_encryption1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_register1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_repair_brain_hooks1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_resume1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_save_context1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_save_session1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_search1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_search_by_date_range1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_search_memories1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_set_user_context1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_show_session1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_update_brain_topic1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_update_memory1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_update_session_metadata1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_update_session_references1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_update_user_profile1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
- Changed
palim_update_user_rule1 field changed- changed
Output schema / (root)Previous value: -nullNew value: +{ + "additionalProperties": true, + "properties": { + "message": { + "description": "Human-readable tool result text.", + "type": "string" + } + }, + "required": [ + "message" + ], + "type": "object" +}
45 tool updates
- First observed
palim_add_memory - First observed
palim_add_user_rule - First observed
palim_backfill_blind_index - First observed
palim_backfill_brain - First observed
palim_browse_sessions - First observed
palim_clean_session_tags - First observed
palim_create_connection_url - First observed
palim_create_summary - First observed
palim_delete_memory - First observed
palim_delete_session - First observed
palim_delete_user_rule - First observed
palim_export_brain - First observed
palim_export_session - First observed
palim_find_similar - First observed
palim_get_brain - First observed
palim_get_context - First observed
palim_get_session - First observed
palim_get_sessions - First observed
palim_get_stats - First observed
palim_get_summary - First observed
palim_get_user_context - First observed
palim_get_user_profile - First observed
palim_help - First observed
palim_list_sessions - First observed
palim_list_summaries - First observed
palim_list_user_rules - First observed
palim_login - First observed
palim_logout - First observed
palim_migrate_encryption - First observed
palim_register - First observed
palim_repair_brain_hooks - First observed
palim_resume - First observed
palim_save_context - First observed
palim_save_session - First observed
palim_search - First observed
palim_search_by_date_range - First observed
palim_search_memories - First observed
palim_set_user_context - First observed
palim_show_session - First observed
palim_update_brain_topic - First observed
palim_update_memory - First observed
palim_update_session_metadata - First observed
palim_update_session_references - First observed
palim_update_user_profile - First observed
palim_update_user_rule
Frequently Asked Questions
Claiming proves that you control a remote MCP connector. It does not move, proxy, or interrupt the server.
Open the connector listing, choose Claim ownership, and sign in to Glama.
Complete one verification method:
GitHub identity — fastest for official registry listings. For a namespace such as
io.github.alice/server, link the matching GitHub user, then choose Claim with GitHub. An organization namespace such asio.github.acme/serveralso needs that organization to have installed the Glama AI GitHub App and approved its permissions, because GitHub discloses organization membership only to apps it has installed. Use HTTP or DNS when it has not.HTTP challenge — works when you can deploy a public file. Generate a token, publish the exact JSON Glama shows at
/.well-known/glama.jsonon the same origin as the connector, then choose Check HTTP challenge.DNS challenge — works when you control DNS but cannot change the server. Generate a token, create the exact TXT record Glama shows, wait for it to propagate, then choose Check DNS challenge.
After verification, Glama sends a confirmation email and gives you access to listing details, thumbnails, health checks, and analytics. Keep the HTTP file or DNS record in place: Glama periodically checks it and ownership remains verified while the token is discoverable.
The HTTP ownership file has this structure:
{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"claim": "glama_claim_..."
}Claim tokens are opaque, stable, and bound to the signed-in Glama account. They contain no email address or other personal information. If Glama can no longer discover a verified HTTP or DNS token, it starts a seven-day grace period before removing claim-based access. Restore the same token during that period to keep ownership verified. Never publish an email address, Glama session token, GitHub token, or connector credential as ownership proof.
If verification fails, confirm that you copied the current token exactly. The HTTP file must be public, return valid JSON with a successful HTTP response, and stay on the connector's origin. DNS changes may need more time to propagate. A claim cannot transfer to a different origin or hostname: if the connector target changes, Glama starts the grace period and the new target must be claimed separately after the previous claim is released.
For a connector linked to the official MCP Registry, registry updates continue to replace its name, description, and URL by default. After claiming, open Manage connector and enable Use Glama listing details as the source of truth if edits made on Glama should be preserved. Categories and thumbnails are always managed on Glama; registry linkage and technical connection settings continue to sync.
Control your server's listing on Glama, including description and metadata
Access analytics and receive server usage reports
Get monitoring and health status updates for your server
Feature your server to boost visibility and reach more users
To improve your MCP server's ranking:
Claim ownership of the server listing
Complete the server profile with an accurate description and thumbnail
Provide a test profile so Glama can connect to and evaluate the server
Keep tool definitions clear and complete to earn a high Tool Definition Quality Score (TDQS)
Route real usage through the Glama Gateway; more recorded successful server uses also improve the ranking
For users:
Full audit trail – every tool call is logged with inputs and outputs for compliance and debugging
Granular tool control – enable or disable individual tools per connector to limit what your AI agents can do
Centralized credential management – store and rotate API keys and OAuth tokens in one place
Change alerts – get notified when a connector changes its schema, adds or removes tools, or updates tool definitions, so nothing breaks silently
For server owners:
Proven adoption – public usage metrics on your listing show real-world traction and build trust with prospective users
Tool-level analytics – see which tools are being used most, helping you prioritize development and documentation
Direct user feedback – users can report issues and suggest improvements through the listing, giving you a channel you would not have otherwise
The connector status is unhealthy when Glama is unable to successfully connect to the server. This can happen for several reasons:
The server is experiencing an outage
The URL of the server is wrong
Credentials required to access the server are missing or invalid
If you are the owner of this MCP connector and would like to make modifications to the listing, including providing test credentials for accessing the server, please contact support@glama.ai.
Discussions
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TDQS
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.
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.
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.
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.