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tendfeed-eu

tendfeed-mcp

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find_winnable_lanes

Read-only

Rank EU TED tenders by competition density to surface low-competition lanes for bid prioritization.

Instructions

DEPRECATED — use find_low_competition_lanes instead; this alias behaves identically and stays available for existing clients. The old name wrongly implied a win forecast: TendFeed measures observed competition density, not the probability that you win. Data/research tool over TED (Tenders Electronic Daily, CC BY 4.0). No guarantee of award.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoHow many top-ranked lanes to return (sorted by beachhead_score)
min_nNoDrop lanes thinner than this (honest: small n = noise)
Behavior5/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false. The description adds critical behavioral context: deprecation, identical behavior to replacement, measured competition density not win probability, data source and no guarantee. This far exceeds what annotations provide.

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 concise and front-loaded with the deprecation warning. Every sentence adds value: deprecation, reorientation, correction of misconception, data provenance, and disclaimer. No fluff.

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 data retrieval tool with two well-documented parameters and clear annotations, the description covers purpose, deprecation, behavioral nuance, and limitations. Return values are trivial (list of lanes), so no output schema 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 description coverage is 100% (both parameters have descriptions). The description does not add extra detail about the parameters themselves, so baseline 3 is appropriate.

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 is deprecated and points to the replacement find_low_competition_lanes. It explains the actual function (measuring competition density) and corrects the misleading name, distinguishing it from other sibling tools.

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?

Explicitly instructs to use find_low_competition_lanes instead, and clarifies when not to trust the name (win implication). Provides context on data source and constraints, offering clear guidance on usage.

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

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