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gitee_explore

Use real commit, star, and fork data to discover trending repos on Gitee. Choose between a live activity radar, top-starred, or top-forked discovery, with optional language filtering and Chinese-to-English translation.

Instructions

Explore what is humming on Gitee - live ranked activity radar, top-starred and top-forked discovery.

[RATIONALE] Gitee has no public trending API (the explore pages are behind an anti-bot challenge). One tool consolidates the anonymous radar, the token-tier sorted searches, and seed maintenance instead of four separate discovery tools.

Return Format

{"success": bool, "message": str, "data": {"repos": [...], "total": int, "dead_seeds": [...], "tier": str, "generated_at": str}} Each repo: {full_name, owner, description, translation, language, stargazers_count, forks_count, pushed_at, activity_score, recent_commits}

Examples

gitee_explore(operation="humming", limit=10) gitee_explore(operation="humming", language="Python", translate=True) gitee_explore(operation="top_starred", limit=15)

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMax repos to return (1-50).
languageNoFilter by main language, e.g. 'Python', 'Java' (empty = all).
operationNoOperation: 'humming' derives a ranked live feed from real commit/star/forks data of popular seed repos (works anonymously); 'top_starred' / 'top_forked' query repo search sorted by stars or forks (requires GITEE_TOKEN); 'recommended' returns the seed list; 'refresh' re-verifies seed repos and drops dead ones.humming
translateNoTranslate Chinese descriptions to English via local LLM.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior3/5

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

No annotations are provided, so the description carries the full burden. It discloses that 'humming' works anonymously, 'top_starred'/'top_forked' require GITEE_TOKEN, and 'refresh' drops dead seeds. It also includes the return format. However, it does not mention rate limits, failure modes, or whether the tool is read-only, which are important behavioral details.

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

Conciseness4/5

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

The description is well-structured with a clear purpose, rationale, return format, and examples. It is front-loaded with the main purpose. The RATIONALE section is informative but slightly verbose; however, every part adds value. Overall, it is efficient and organized.

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?

Given the tool's complexity (4 parameters, multiple operations, token requirements), the description is fairly complete. It covers the return format, operation semantics, and token needs. Minor gaps exist: it does not explain error handling, what happens if a token is missing for token-required operations, or the 'dead_seeds' field in detail. Nonetheless, it provides sufficient context for correct use.

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 baseline is 3. The description adds significant value beyond the schema by explaining the operation enum values in detail, specifying token requirements, and providing examples that illustrate parameter combinations. This helps the agent understand how to use the parameters effectively.

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's purpose: 'Explore what is humming on Gitee - live ranked activity radar, top-starred and top-forked discovery.' It uses specific verbs and resources, and the RATIONALE section distinguishes it from sibling tools by explaining it consolidates four discovery tools due to Gitee's lack of a public trending API.

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 usage guidance through the RATIONALE (explaining why the tool exists), token requirements for specific operations, and examples. However, it does not explicitly state when to use this tool versus siblings like gitee_search or gitee_repo, nor does it exclude alternatives.

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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