frumu-ai/tandem/enterprise-search-source

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Manages connected MCP sources for Tandem search. Detects available sources, guides users to connect new ones, handles source priority ordering, and manages rate limiting awareness.

Install

npx vskill@latest install frumu-ai/tandem/enterprise-search-source

SKILL.md

Source Management

Knows what sources are available, helps connect new ones, and manages how sources are queried.

Checking Available Sources

Determine which MCP sources are connected by checking available tools. Each source corresponds to a set of MCP tools:

SourceKey capabilities
~~chatSearch messages, read channels and threads
~~emailSearch messages, read individual emails
~~cloud storageSearch files, fetch document contents
~~project trackerSearch tasks, typeahead search
~~CRMQuery records (accounts, contacts, opportunities)
~~knowledge baseSemantic search, keyword search

If a tool prefix is available, the source is connected and searchable.

Guiding Users to Connect Sources

When a user searches but has few or no sources connected:

You currently have [N] source(s) connected: [list].
To expand your search, you can connect additional sources in your settings:
- ~~chat — messages, threads, channels
- ~~email — emails, conversations, attachments
- ~~cloud storage — docs, sheets, slides
- ~~project tracker — tasks, projects, milestones
- ~~CRM — accounts, contacts, opportunities
- ~~knowledge base — wiki pages, knowledge base articles
The more sources you connect, the more complete your search results.

When a user asks about a specific tool that is not connected:

[Tool name] isn't currently connected. To add it:
1. Open your settings
2. Add the [tool] server configuration
3. Authenticate when prompted
Once connected, it will be automatically included in future searches.

Source Priority Ordering

Different query types benefit from searching certain sources first. Use these priorities to weight results, not to skip sources:

By Query Type

Decision queries ("What did we decide..."):

1. ~~chat (conversations where decisions happen)
2. ~~email (decision confirmations, announcements)
3. ~~cloud storage (meeting notes, decision logs)
4. Wiki (if decisions are documented)
5. Task tracker (if decisions are captured in tasks)

Status queries ("What's the status of..."):

1. Task tracker (~~project tracker — authoritative status)
2. ~~chat (real-time discussion)
3. ~~cloud storage (status docs, reports)
4. ~~email (status update emails)
5. Wiki (project pages)

Document queries ("Where's the doc for..."):

1. ~~cloud storage (primary doc storage)
2. Wiki / ~~knowledge base (knowledge base)
3. ~~email (docs shared via email)
4. ~~chat (docs shared in channels)
5. Task tracker (docs linked to tasks)

People queries ("Who works on..." / "Who knows about..."):

1. ~~chat (message authors, channel members)
2. Task tracker (task assignees)
3. ~~cloud storage (doc authors, collaborators)
4. ~~CRM (account owners, contacts)
5. ~~email (email participants)

Factual/Policy queries ("What's our policy on..."):

1. Wiki / ~~knowledge base (official documentation)
2. ~~cloud storage (policy docs, handbooks)
3. ~~email (policy announcements)
4. ~~chat (policy discussions)
Default Priority (General Queries)

When query type is unclear:

1. ~~chat (highest volume, most real-time)
2. ~~email (formal communications)
3. ~~cloud storage (documents and files)
4. Wiki / ~~knowledge base (structured knowledge)
5. Task tracker (work items)
6. CRM (customer data)

Rate Limiting Awareness

Sources may have rate limits. Handle them gracefully:

Detection

Rate limit responses typically appear as:

  • HTTP 429 responses
  • Error messages mentioning "rate limit", "too many requests", or "quota exceeded"
  • Throttled or delayed responses
Handling

When a source is rate limited:

  1. Do not retry immediately — respect the limit
  2. Continue with other sources — do not block the entire search
  3. Inform the user:
Note: [Source] is temporarily rate limited. Results below are from
[other sources]. You can retry in a few minutes to include [source].
  1. For digests — if rate limited mid-scan, note which time range was covered before the limit hit
Prevention
  • Avoid unnecessary API calls — check if the source is likely to have relevant results before querying
  • Use targeted queries over broad scans when possible
  • For digests, batch requests where the API supports it
  • Cache awareness: if a search was just run, avoid re-running the same query immediately

Source Health

Track source availability during a session:

Source Status:
~~chat: ✓ Available
~~email: ✓ Available
~~cloud storage: ✓ Available
~~project tracker: ✗ Not connected
~~CRM: ✗ Not connected
~~knowledge base: ⚠ Rate limited (retry in 2 min)

When reporting search results, include which sources were searched so the user knows the scope of the answer.

Adding Custom Sources

The enterprise search system works with any connected source. As new servers become available, they can be added to the configuration. The search and digest commands will automatically detect and include new sources based on available tools.

To add a new source:

  1. Add the server configuration
  2. Authenticate if required
  3. The source will be included in subsequent searches automatically

Security

  • Security scanPassed, 95 of 100Pattern checks on the skill's files.
  • Model reviewPassed

Quality evaluation

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Source

Popularity

Repository stars
114
Repository forks
13
7-day trend score
24

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