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Glama

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault

No arguments

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": false
}
prompts
{
  "listChanged": false
}
resources
{
  "subscribe": false,
  "listChanged": false
}
experimental
{}

Tools

Functions exposed to the LLM to take actions

NameDescription
sync_dataA

Pull latest data via the active ingestion adapter and upsert into the local store.

method='csv': source is a directory containing creators.csv / campaigns.csv / content_items.csv / performance_metrics.csv (see sample_data/). method='api': pulls from the real SideShift API. Requires the SIDESHIFT_API_KEY env var (Settings -> Integrations in the SideShift dashboard). since (YYYY-MM-DD) limits ingestion to records on/after that date.

list_creatorsA

List creators, optionally filtered by niche tag, platform, or status.

get_creator_profileC

Full creator profile: niche, style, platforms, performance history, best formats.

get_performance_summaryC

Aggregate metrics + trend direction.

scope: 'global' | 'creator' | 'campaign' | 'format'. scope_id required unless scope='global'.

top_performersA

Ranked content items by a chosen metric (views/likes/comments/shares/saves/conversions/revenue/engagement_rate).

include_unlisted: whether to include content from creators no longer returned by SideShift's /creators (ghost handles or removed accounts -- SideShift excludes those by design, so this tool can't fetch more about who they are, just show or hide their content).

detect_trending_formatsB

Format/hook tags whose average performance beats the roster baseline, ranked by multiplier.

recommend_creators_for_briefB

Rank active creators for a brief or set of format tags, with rationale for each match.

generate_content_briefA

Draft a brief tailored to a creator's style, targeting a given or trending format.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

A3.5/5.0

Scored across 8 tools

Disambiguation5/5

Each tool targets a distinct function: data ingestion, listing vs. detailed profiles, aggregate summaries vs. ranked items, trend detection, creator recommendation, and brief generation. No two tools have overlapping purposes; even related tools (recommend vs. generate) are clearly separated.

Naming Consistency4/5

Most tools follow a clear verb_noun pattern (sync_data, list_creators, get_creator_profile, detect_trending_formats, generate_content_brief). The exception is 'top_performers' which is noun-only, and 'recommend_creators_for_brief' is slightly longer but still verb_noun. Overall consistent and readable, with one minor deviation.

Tool Count5/5

8 tools is within the optimal 3-15 range, covering ingestion, querying, analytics, and recommendation without feeling bloated. Each tool serves a distinct need in the creator analytics domain.

Completeness4/5

The tool set covers the core workflow: data ingestion, creator browsing/detail, performance analysis, trend detection, and brief generation. Minor gaps exist (e.g., no direct tool for listing campaigns or content items beyond top_performers), but these are edge cases and the main workflow is well-supported.

Maintenance

ActivityMaintained
ResponsivenessNo issues